{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding:utf-8 -*-\n",
    "import sys\n",
    "#reload(sys)\n",
    "#sys.setdefaultencoding(\"utf-8\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 共享单车数据探索\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "作业要求：\n",
    "1.对数据做数据探索分析（可参考EDA_BikeSharing.ipynb，不计分）\n",
    "2.适当的特征工程（可参考FE_BikeSharing.ipynb，不计分）\n",
    "3.对全体数据，随机选择其中80%做训练数据，剩下20%为测试数据，评价指标为RMSE。（10分）\n",
    "4.用训练数据训练最小二乘线性回归模型（20分）、岭回归模型、Lasso模型，其中岭回归模型（30分）和Lasso模型（30分），注意岭回归模型和Lasso模型的正则超参数调优。\n",
    "5.比较用上述三种模型得到的各特征的系数，以及各模型在测试集上的性能。并简单说明原因。（10分）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "字段说明\n",
    "Instant记录号\n",
    "Dteday：日期\n",
    "Season：季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "yr：年份，(0: 2011, 1:2012)\n",
    "mnth：月份( 1 to 12)\n",
    "hr：小时 (0 to 23)  （只在hour.csv有，作业忽略此字段）\n",
    "holiday：是否是节假日（0/1）\n",
    "weekday：星期中的哪天，取值为0～6\n",
    "workingday：是否工作日（0/1）\n",
    "1=工作日 （是否为工作日，1为工作日，0为非周末或节假日）\n",
    "weathersit：天气（1：晴天，多云 ",
    "2：雾天，阴天 ",
    "3：小雪，小雨 ",
    "4：大雨，大雪，大雾）\n",
    "temp：气温摄氏度\n",
    "atemp：体感温度\n",
    "hum：湿度\n",
    "windspeed：风速\n",
    "casual：非注册用户贡献的骑行量（作业无需理会该字段）\n",
    "registered：注册用户贡献的骑行量（作业无需理会该字段）\n",
    "cnt：给定日期（天, day.csv）时间（每小时,hour.csv）总租车人数，响应变量y\n",
    "\n",
    "casual、registered和cnt三个特征均为要预测的y（cnt =casual+registered ），作业里只需对cnt进行预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 导入包\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 格式设置\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600\n",
    "\n",
    "# pandas display data frames as tables\n",
    "from IPython.display import display, HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Shape of dataset::(731, 16)\n"
     ]
    }
   ],
   "source": [
    "# 读入数据\n",
    "train = pd.read_csv('day.csv')\n",
    "print(f'Shape of dataset::{train.shape}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>dteday</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.344167</td>\n",
       "      <td>0.363625</td>\n",
       "      <td>0.805833</td>\n",
       "      <td>0.160446</td>\n",
       "      <td>331</td>\n",
       "      <td>654</td>\n",
       "      <td>985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>2011-01-02</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.363478</td>\n",
       "      <td>0.353739</td>\n",
       "      <td>0.696087</td>\n",
       "      <td>0.248539</td>\n",
       "      <td>131</td>\n",
       "      <td>670</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2011-01-03</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.196364</td>\n",
       "      <td>0.189405</td>\n",
       "      <td>0.437273</td>\n",
       "      <td>0.248309</td>\n",
       "      <td>120</td>\n",
       "      <td>1229</td>\n",
       "      <td>1349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>2011-01-04</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.212122</td>\n",
       "      <td>0.590435</td>\n",
       "      <td>0.160296</td>\n",
       "      <td>108</td>\n",
       "      <td>1454</td>\n",
       "      <td>1562</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2011-01-05</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.226957</td>\n",
       "      <td>0.229270</td>\n",
       "      <td>0.436957</td>\n",
       "      <td>0.186900</td>\n",
       "      <td>82</td>\n",
       "      <td>1518</td>\n",
       "      <td>1600</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
       "0        1  2011-01-01       1   0     1        0        6           0   \n",
       "1        2  2011-01-02       1   0     1        0        0           0   \n",
       "2        3  2011-01-03       1   0     1        0        1           1   \n",
       "3        4  2011-01-04       1   0     1        0        2           1   \n",
       "4        5  2011-01-05       1   0     1        0        3           1   \n",
       "\n",
       "   weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
       "0           2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
       "1           2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
       "2           1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
       "3           1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
       "4           1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
       "\n",
       "    cnt  \n",
       "0   985  \n",
       "1   801  \n",
       "2  1349  \n",
       "3  1562  \n",
       "4  1600  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#展示前面几个数据\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
      " 0   instant     731 non-null    int64  \n",
      " 1   dteday      731 non-null    object \n",
      " 2   season      731 non-null    int64  \n",
      " 3   yr          731 non-null    int64  \n",
      " 4   mnth        731 non-null    int64  \n",
      " 5   holiday     731 non-null    int64  \n",
      " 6   weekday     731 non-null    int64  \n",
      " 7   workingday  731 non-null    int64  \n",
      " 8   weathersit  731 non-null    int64  \n",
      " 9   temp        731 non-null    float64\n",
      " 10  atemp       731 non-null    float64\n",
      " 11  hum         731 non-null    float64\n",
      " 12  windspeed   731 non-null    float64\n",
      " 13  casual      731 non-null    int64  \n",
      " 14  registered  731 non-null    int64  \n",
      " 15  cnt         731 non-null    int64  \n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    }
   ],
   "source": [
    "# 数据的整体形式\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查看分布\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "season属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "\n",
      "mnth属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "\n",
      "weathersit属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "\n",
      "weekday属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# 离散特征的分布\n",
    "# 为什么要进行转化类型，pandas series->object类\n",
    "categorical_features = ['season','mnth','weathersit','weekday']#这里只选了这四个离散特征\n",
    "for col in categorical_features:\n",
    "    print('\\n%s属性的不同取值和出现的次数'%col)\n",
    "    print (train[col].value_counts())#输出每个值出现的次数,和collections.counts一样?\n",
    "    train[col]=train[col].astype('object')#转换为object类？\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000002D84FD131D0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002D85001CC50>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x000002D850059630>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x000002D850089FD0>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值特征的分布，这里用了hist\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2d85013d470>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 特征与目标之间的关系\n",
    "sn.violinplot(data = train[['yr','cnt']],\n",
    "             x = 'yr',y='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'dayly istribution of counts')]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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88QR/B6bYd+/eXaEDneBjWUcmk0lxcjG6lh2VQK2SLdNIs2bNCI1ER0fzSl+GtLQ0pKam8qzJNm3aIDo6mgjOQ4cOad9ZVJAyMzO54cXWrt1u545QwzBQXV1NFOouXboogqhLly6Ii4vj1wUGBuL48eNaY4E5ejt27IhevXrxahV2bVlZGa8AFY+LGDJkCLKzs3HDDTeQwG52djYR5Ha7nZfcy4iLi8Py5csB1BrWvhSaW2+9FUuWLOGB15tvvpnP97vvvkvOFb/DkSNHYDKZ8MUXX/CxM+iycZKSksga2Lt3r/IdKysriTOstLRUuybFc2677TaEhISQY9u2bfOpsEdGRuKXX37h6yArK4v8Zs4Hl8tF5jApKYnQDZMjouO/fv36Cm27XC7+/sxYF/laZWUlZs2apR2ruG9tfn4+N44Nw8Brr73mUTZ5glxNAahOa905Mg/w997+YMiQIcRxYzKZtGtENmBkB1toaCjuuusuciw+Pl5p27xkyRJyr5YtWxLHpKd1I1e5xMXFkXuHh4crDgYZuu/Vq1cvn4GqpKQkZU78qfCSERcXp+gKQ4cO9ekE8VS95A/9icZqXRxU4vsx/UF2xumCQr6gc3LJc1ddXa1k3srGuQ667Ew5G1rnZPH17eLi4pTM7yZNmhBnucPhwJIlS8g5Q4cOJevEU1KFWIURExOjBDOvueYanwa9rlLsmmuu8Vl1EBMT49NA9qclZlxcHDZv3ky+09ChQxUDevTo0eRddN9s0KBBSha1TOsNGzYkVT2GYWgrIWT06NGDyKyAgAAS4AA8txj3Bn94pi5A2aBBgzo/Swd/Kol0FUBiwMMT/KnUkh0nMq9JS0sj3TMYXcpzIjtTWrdurQTq5OqekpIS7dyKfHXgwIFaPirr+vIc9erVSwl4+cOLAHXLgtTUVKXqRbf2ZN731FNPEfkuJlWKkN9F1lXtdrvPSlhZzrZp00YZT2BgoEK3Ig81DANjx44l43Q4HIq9L8MwDKW6s1mzZsTeBmqdUCJ69uyp6LTt2rUj31JOkGAQZb9hGNoqcfne8lobOnQouY7Z1BfaJlSXqCGPXdRN5WPeoDtH1h198SS73U7kTXBwMOx2O5Fvu3bt0vIkkU+yQIp47KuvvtIGHEWZaLfbyZj79OmDAwcOkHmTZWjXrl1x5MgRIntatWpFeBJQ+23l9VVeXq7Mt6jH2Ww23lnLE3JychAaGsoTe9n97Ha7tgsPg9vtVoLyVVVVSiWWYRgK74qMjCTViSkpKWQtud1urd4gPz8lJYWvb7fbjaqqKvKsiooKZW23bt2azK3dbse3335LzmG2rDcEBAQo133yySc+A44DBgwgCbput1u5j6eEKJFuGzduTJ7ldruxc+dOMm6ZhzP+Jybs19TUaB3uIrKzs4m/DNAHF+Q1rEuglxMp5ECWLC979OiBmTNnknXlcDh82hipqanKvc6cOeNXdb3OrpUDFTr4Y2vpKhX9eb7Ms9555x3yW6YHAIp8crlcWp1J1Il69uyp2APV1dU8Kd3TeP71r3+RIFzPnj0VOna73Yo+1rp1axLMbd26teKLLCwsJLQsf9eGDRti2rRp5N2Sk5O160i+VkwaaNWqFR577DGf68Ef+JP4qusw5w/kYKe/CA4OVnwKumM6+1mct8jISKWa02634+uvv/b6/PDwcFIhyQLNP/30Ez/mdruxa9cuct2QIUOI/1i33UNRUREZI+OD5eXlcDqdMJlMWLRoEex2O/79739zHlhaWqpUbbL18NtvvwGo1bU9bRXRqVMnjBw5khRPecOlwOHfHIZhoGvXrli7di1Wr16NJ598kjirYmNjSeCCKVhxcXFKlhYjJJaJsm3bNsydOxfPPfccxowZg9zcXPTp0wf33nuv0jKmWbNm3CgqLy/nSoLD4eAtPHVGGjNUGjduzBVgoDbyL5eEM+c1cwhkZ2dj/PjxHg0ikVGIDC4+Ph6XXXYZjhw5whWF48ePY9SoUQDOB6VEhXHZsmW8pStw3rkhzkGrVq3w7rvvKouPzUVSUhJGjx5NlJHg4GBs3LhROzdie9cpU6Zg5cqVWL16NYBaRejf//63xxYhISEhiIyMJBkMLFNYzFjr0qUL2SiVYf369fw+vXr1UrLctm/fToSsbKSbTCYsWbKEP99kMmH69Ono37+/NrjBvo/D4cBHH31E/sYcENXV1Vxh9uaob9CgAbp166YIiqZNmyqBPdm5ZBgGvvzyS/5c8Vvt2bOHvLNsHK1Zs4bQCAB88cUXJLPLarXirbfeIorv9u3bkZ+fz5/70ksvoV+/fkRBFVvtesKyZct465lNmzYhJyeHzDcbr6jUvf/++4ogzM/Px/XXX8/XQWlpKVq0aKFVBjdv3gygllbz8/P5b6Ykvfjii2TOdA6+G264AePGjUPXrl2RlZWFZs2aoVOnTli6dCmZu4YNG5LMSvFe0dHRqKioQFxcHHGOOhwORUGMiYnBzTffjI0bN/JrcnJy+HzL31VX3VJRUYGQkBCUlpZy5bKqqgoOh4PwBNkwXrBggfL+zz//PPltNps9Zgwy3vLcc88pLaTE6lNPmDVrFsmi+vjjj3kVOkB5nsiTfvzxR8ID5NYIQK3iMXLkSHLdqVOn+DlMMRfXVE1NDd5++22vY3a5XJg3bx7ZE+62227TZkMy6IJROqedvP7lczIyMvDII4+QY6LCyf4vX+dPVY/dbsdvv/1G5rBevXra5BPxfZKSkpTKlJSUFDKuhIQEfPjhhySDMiQkBF27diXrZvr06aQ1pacgnvi8gIAApKamEplqNptx9913e22RI2dFZ2dnY+rUqcSAkmU+O090HjZt2lQxWGTntqc2LKKuYLfb4XK5tJV5DNHR0UqFI5sjUa/yFDho3bo1d/zKfMXbXIn7MTPFXnagygEX2QmkcwrpghdylXh0dLQiz/1payTzSavVqsydzKPMZjNxVOoCEGVlZVi2bBn/HR4ejkaNGpHqRMMwCG91OBzYt28fPvnkE37Mk7NLvM+pU6eIIW4YBrZs2eLTQJZ1mvr16yv0rmsxWVZWRp6na00lV2HqaK2srAzjxo3j1RCGYeDAgQMKn2jWrBl5F1k2JiQk4IEHHiDfJD4+XjH+27RpQ8bVqFEjvxwR+/fvJzKxZcuWigPlQgKHsrwMCAhQvrfsYLHb7X5XJvqCrgpb/t7y+o2JiVFao+lklOzgyM7OVoJJ8jqTaeT7779XnIL9+/fn9oQnHD58mFQ02Gw2REREKOtUThiSYbfbibxmFWhbtmwh58l20KZNm/D000/z5xmGAZPJpG0fLV8rO2uXL1+u0LuupZXMIzMzM8l68MTrZRpg+jzDhx9+qLQUFecxJCQEq1atIn9v1aqVwnveeecdxTEs8t6YmBjExsaS7iLp6elYunSpdtwMhmEQWcC21RA71OjwySefkCABUMtXxITBoKAg7byJukdcXJwyZzabTfmO8jp+/vnnSYcOt9uNjRs3asfqT3WzLsFE3KYCOK+Hi2uc3buu+yPJ7/P55597vaZHjx4keGsymfDQQw+R9RUZGalNVGLVyoZh4JZbbkFeXh7n44ZhkGoaESKPzs7Oxqeffsp/X3HFFUo1sYyffvpJ2RJh7969SjXz6NGjFT65Z2VjSJMAACAASURBVM8e/n+WoMK2eQBqdVO5UlbGzp070alTJ3zwwQcAaue8ZcuWGDdunKK3yLq7LMcBtV1ifn6+wrs7d+5M9NIpU6YovMWb7smQmZmp+JR8dZaZOnUqsbtLS0sVO99kMvnUa3bu3Klcp2vNKOP+++8njmqXy6V1uIs8ITAwEJs2bSL6gc1mU6oSr7vuOkU/FREaGorY2FiyriwWC6ZPn+51zBs3blSqt+SqNB3k7kD169fnfhAGmffJ856VlYWkpCTiz4uIiFCqpGQcPnxY8d+FhIT4DEgD0O7dLfocgfNBH3H8LLAv8zmRT/lTccgqqcXrZF+IjIqKCqXiXvYDGIah7WIkBm769++vtA6PiIjAe++9R+4jr/1t27aRVuGbN28m/hNP2LJlCwlKt2rVivNwNo9BQUFeA+KjR4+G0+kkvL9Zs2akMAionU9ZF3n66af5/48fP45rr72W84ffs6+46C/Q3UfXMt1fiD7PulQfGobBffkMJpNJiXfobGFx/Z07d05JWHW73UqCtoySkhLy/Pnz5yMnJ4d0/9NhwYIFeOaZZ/jvY8eOKYVBZrOZBNwZH2F+bZPJhAULFmD58uW45557eDFFUVGRwkvYmmZ8etOmTXjooYfw9NNP4/rrr0fXrl3Rv39/PPDAA159bToY7ouxu/Ml/KmYNm0a3njjDXTs2JFkBR8+fBh9+vRBZWUloqOjlZY3/igSDFarVWFOhmGQvfzcbjfatm3LgxlsXCL69euH9evX87GKY7darSQQk52djdWrV5Nz4uPjlaBWYGAgysvL6/Q+QG2W5MGDB7Wt0IBahxVzxIwcORKjRo0i+0peeeWVmDFjBrp160aUUZvNhsrKSowcORIzZ87EiBEjiNC4WK3PvMFms+HFF1/ESy+9hDfeeIOPLzU1FQcOHFCUZ/b9xo0bhxMnTpBr2D6SuvP/CGRlZeG7775DSEgIVzaioqJw6tQpWCwWxfHUoUMHLF++HHl5edi9ezeAWtru0qULNxzYeP/IcV/Cn4PAwECcO3cObrcbM2bMQNu2bbkDJC0tTdn/auLEiejRowf69OnDr9myZQsxhtl9fe0ld6Hwh+5059SVp9UVoaGhfrVra9++PVasWIHc3Fzu/OnduzceffRRNGvWjK/JZ599FnPnzuUO2rVr1+LRRx8lDv0/Gh06dMDWrVvRtGlT4oQAah0sYps1+ZyOHTtixIgRpIWDSBcJCQn47bffkJaWdlEy+AD/vrHVaoXNZuOOh+zsbLRu3Zornunp6Vi/fj3eeecd7gwKDg7G9u3bcdttt3ED6YknnsAdd9yh8ND09HTFGegLdrsdCQkJxEDzho4dOyIhIYE4rxlfF5GamoqffvqJr4e4uDiPMvrPQmpqKjIzM4mDsl69ekTBDgkJwerVqzFz5kyfGfEXAofDoXVqMVitVoSGhpL5bNWqldJqLz8/n7QfvOeee7Bz504S5NPJ/Ev458NiscDlcnF+w3SnAQMGcMP9sssug9lsJjQ8dOhQlJaWcvpv3ry5UlHwd4BOP/yrdD75uampqZgzZw5GjBjBj+lkVEREBAnSdujQAV9//fUF7x9TV4hzWL9+faxatUrZi2/MmDHE6QHQ9x03bhxOnjyJ119/HUCt3LXb7V73QL3YWLNmDYYNG0bsLWabiZBtsvnz5/sMnv1RWLZsGZ5++mniLHzjjTeUKmimhwDA8OHDMXr0aGKHpqSkKNU0Fxvi9w4KCtJWrul0G3ad3W5HRUXFRV+f8vrxBZ2sk/0d7D06der0p+qyl/DnQ6aHtLQ0HD58mCSrvPHGG8jLyyOyZsyYMXj22WfhdrsRGRmJNWvWoFevXpyO/mhb7n8BnTt3Rk5ODg+OGIaB9957Dz179vTY9jctLQ0bNmzAxIkT8d///hfAn6u/xsTEKAnDvsBaoq5du5Yf08mmPwIiHcq8l/3u3Lmz0qKX+W69oXXr1j4rtHTIyMhQttXxBG/yQudftdls6NWrF958801yXKcr1hX+yi7xWcnJydrWqiLi4+ORm5uL1atXE5q4EFqT4c/a8MdP3adPHyVhZ+LEiVi6dOmfpqtegv+oi54VHh6Op556yu/9vS9VHP6PoLKyEuPGjeMLmAUNhw8fzs9hGfAsA0LMajKbzVi5ciVefvllNGvWjCs/QUFBPENYJEL2f1Ex0jFlb9l5vjb4PXXqlBI0ZNUQ8rMBtZqiQ4cOpO/w559/7tUhKe41MGLECEyaNIkoj+fOncOkSZOUxVhZWQmbzYbRo0crRiBjxt4yhOSqGJPJhOeff17bHtQTKisrMXjwYKKYALVZOBaLRWnhxjJfli5dirVr15JMGJ2Q+SMdMSwLSswQYc5+XdsEwzDw008/4bvvvuPHXC4XDxqK97rQcfvTmgpQ6VtXUSTfS5cJU1f4Oz5PENeeP/fyp32FP7jsssuwdOlShR7l1owiqqureduXwYMHk02ImYNKRN++fbFy5Up+zblz55SgYWZmpt9GnW7Td1+40LZGf7ShyYKGcitqGdu2bcO3335LlNbCwkKUl5eTMRYUFJDsw+XLl2sdLb5oTK660G2a7glsHv1J0NCdI2cF62SamDlfF8htCIODg5VvrKv0dblcRJ7W1NQQpV1M8vCG+++/X5HL9957r8KDZNkij9vhcKCioqJOzkmd/JaDhsD5TFGWafd7g4bsXXQt5/zJbAwLC0NERASZb7PZrGTlBQYGonfv3jzg4m/WpK9scovFgoSEBK9BQwY5uUvOKAbU6sysrCyecMMgy3yz2ay0Y5Lfz5998n4PvLVqvRgyFPhj9/AQcaH7cXmCXJEG6Ktwa2pqlIz+gwcPkmxfp9NJKjyA2gpfsY2ULmkiMDBQeS9Rrlzsd9ZBZ3P8VYliuiQgOYjvq00gUNtizpcjxhfdZmRk+NXODKBzGBsbq913ad26dcox8X1PnDhBHHVFRUXaoKFME7Je2aVLF+24/VmnM2bMUOR7ZWWlYhfW1NQQfWTOnDna+9WVN8g6jj868+bNm5XWoGPHjlV0BBY0tFgsGDVqFIYPH07mX5TLntadzB+ioqK87gkvQ3yejo7Dw8M9Bg0B8C4eF3t91iVoCOjtW91+2Tabzacu8mfJDxm+fCcmk8nvlr9/FOq6tyBDXffE1cFmsyl7jHmC/O0rKyuVCvfp06crskZMth47dixuu+02ci9/bDlPnTP+iZD5nz8t2A8ePMgLD4BaHjNp0iSvAR632439+/cT/eRCg4aGYdRZTzlx4oR23Xtr87d27VrFN1eXYIs/dKI7R95nUlfJf8cdd5CgIZsPMWio4zf9+vXzGTT0NG5/g4bieHTQ2fOVlZVK0BDwb/9ZHerarpo9y2QyITQ0lAQNde9iMplw5MgRPP/88wpN/N6goc1m87k2rFarX74TOWg4ZswYPPbYY17p2Nc2JX8k/FnXf4aNcjFht9v9HrNsP4v2usPhwFtvvYWnn34aycnJOHPmDMaPH6/dX12HS4HD/wE4nU5MmDCBtw4RCWvDhg1IT09H69at+R5FTJAUFxdj9OjRSE9PR01NDR555BG0bNkSjz/+OL/HuXPncO7cOTz00EP48MMPuZOT/X337t04efIkfvjhB6VNpK69jAhfTk/m3BDv4XQ6UVhYiKysLMWxxQQDc/Rv3bqVVxCKbcdEiJuBMubpcDgwf/587lxj49y3b5/icGOYOXMmPvvsM+3+fsD5VnA6ZaqkpIQscpfLhcWLFyvtANxuN6xWq8c5FffnE1FVVaU4Pdm7smu8CY6LwVxbtmzpUZFkzz527BifB/YOOsHjcrlwyy23KA4xEU6n06Pj0dP+WfKeHT169CBl+PLeFMnJyeS5JpMJb731FjZs2EDG/corr/Bgos1m0xrdInTzbRgGqRCpqqpCXl6eUrKfmZnps+1cy5YtiWFUVVWltMWUcfbsWb82zpU3HwZq35kFznft2gWz2YyXX36ZnLNt2zbk5uZqFU2m+OTl5eGll14izjiz2awow1VVVbwlQcuWLbVtbgoKCrjCw/bFEBEWFsbbmjCnjN1uV4I8TKH2ZMjrDBOr1cpb1sljj46ORkhIiE/HQFhYmEc6kdeZzsjZvn27V6dHdXU1hgwZQpTCnTt3Ii8vj6y7hQsXEnr21E5V1+pNhNPpJO/TtGlT7Rzo3pnJHZ1hIJ+vU/y98T7R6VVXJCYm4oMPPiAOxObNmyt8qbKykrR0MpvNiIyMJM88cOCA1kEmylDdu+mct0uWLCFVmPK1sbGxeP/998n+wI0bN0ZcXJzSdvXtt9/2GBTet28fr/oWoQt6NGzY0OdexiaTyaczymw28zHKPf+B2ve02WxenVPFxcWKw7+mpka55tSpU+Tb+mtU+mpfVV1drZV7spNX165RZyR+//335Pe2bdt8ZsDW1NSgoKCAfDv5/Z544gklCCquWZPJhGuvvdbrcwDVwBH3ombQtRz3Bd0cygFH3d6d/txbR8O6QCrjxXVxlutoXL5348aNleQPl8vlcx/S8vJyRdYXFhYqTs4ff/yR0KGO/4l7UzGIOqvb7Sb7EAG18s1ToKYu8CYf2Zr09h39cfj7SnYxm81eHSOHDh1SdI9Dhw4p14jt0IFaZ6ov+HJKHzhwwOd9dDzw559/1to4vloZvfXWWz6dTzabTaEXMVkTqG39rxs3e19vfNtTRwBxHzIGsQrUk27iT0KdyLvk+4jv5one5MQa4LyzUNfW+O6778Ytt9zi1aEYFBSkbYkr6nJWqxWnTp0irdtk1NXuYzauSN++vvffGV27dvXZZeLPCBzq6MCXPnrzzTf7THYLCAjw6xtfaCCvrnuUA7U8whcf8WfOKysr/e6MIdKo1WrV6ka6hCyWBBcWFoYPPvjA53YjunHXtVLnYiXw9uvXz6/Acl0c/zL/k20MHQ4fPqy0W2fyxxNt7t+/H3379r0oCQhut/uC7qOTv96CaL83GO7Pd5BtaEC1beXf1dXVeOaZZ7TBMfGZOn6zYcMGn/zjYgSOPOk6upbmgH9zXRfZdqHJ3C6XS7HP/uxkcX8C6r58MwzynLG2s97m8vdWeP4euN1unzGGf0o3OmZnV1RUID4+3mtShmEYaN++vdKquKSkBHfddRfq1auHc+fOYenSpejcuTNWrVqFsLAwFBUVkZa33nApcPgPR1lZGcaOHcv3kmjevDlvIdq9e3eUlJTghx9+QF5ennaj+ttvvx0TJkwAUOvUP3LkCD788ENSUbhs2TIMGDAA8fHxWLJkCSIiIohD9corr0S/fv0UBaCmpsbrwvTE1Jizk1UMhYaGcuZksVhw9OhRlJWVedzEPj4+nvdIZ5maOkfPjTfeiPz8fGU/vXPnzvGqmfj4eAwZMgTAecNIVuSHDh2K8vJysg8Ic3LKgRRRURQrmZiTjDE6nRISHR2NqqoquN1upQc/cH4+xXfNyclB9+7dFeHUsWNHco0Iq9WKYcOGcaHsdru1G+BOmTKFtDSKjo7Ga6+9Rs5hisPJkydRVFTkleHFxMQoe0vqnKwFBQX4+eef+e969epxOmN7VTidTpw7d0677xCjDfYMZuDI7UoWL15MeuDL++X88ssvaNu2Ld9HxeVyoaKiAg6Hg9CI2+3G1KlTAZz//gkJCUSpuuWWWzwGftmxoKAgohTZbDaMHDmSnPfoo4+SHu067NixA1dffTUR+OPGjdMqYeIxsaITqBVQcl9x3V44o0ePJoGRDRs2KPdKTU1Fu3btUFlZCZPJhN69eyv3Wb58Od/nio3dZrMpTpT33nsP586dg2EYnJeJjtfrr78eFouFz7PoRGK47bbbcMsttxCeuXDhQlIx1bp1a3z44YdKkEcEM0xEBaZ79+7YsGEDIiMjyboMDw9HYWEhSktLOZ2I3+j+++/nhqOnPQYmTpyIjRs3Ep7mSTH1pWDL11VVVZF9bYBaHu+v4ukNsqxYuHCh18pnXcWRzlEgK7U6GveWzSnLNIZWrVr5rBxLTk6Gw+EgBnp1dbVynbwvZU1NjeKoLS8v5zwEOP9e4hyxY7KyLibYhIaG4uTJk173/oqNjUVgYCBZFy6XizgtzGYzXnjhBRw8eNCjccC+lbjPl8Viwa233krOs9vtGDVqFLZt20aOi4FLwzDgcrl4C1mdsWK1WnHTTTeR58sBBovFgsrKSu7w9WT0uN1ukiRgsVi0RndERIRHZ06DBg20a0y8D2s3Ko9R932++OIL8luXgKIz1F955RXye9myZT7XhbjfqCfYbDbMnz+fHBP1kiZNmmDOnDle96sBamWi6OiOiopSrrHb7eQY0wvEtSvPo45HyPrAmTNn0KJFC3JMHIunqkpdJYruXH/2/5ADhbprmjVrRvhGZWWl4qhs2rQpaScqyjiGHTt2KGPXJSSw4I1IJyItZ2dna2lNdLra7XZFXmRkZPB9ORh0e77KkOkzOzsb//d//0eOse/NghM62mVJVd6cNSxBzJfTo6amxqsTm/FmmQf4k+Dye8FksreqYJ388iTvdBD5o6e5EmnZm5OcrQGmR+kCwyNGjPC5P2aHDh3I76FDhyq8JDMzE82aNfM4TqBWBvpy6g8dOpTIbUC/z2lOTo5P56DccSM0NBTNmzcnxwYPHoznnnuO6DlycCYsLAylpaVeW8QOGzZM4XkyjTLe4SuBTQfdN5Ln90LuK0MnW9kemb7gy6GYmJio7GOmgz+OUfk7ygnPvsbDbA75fa+//nol6Ybx5Kefftoj/TJew3wJOohy3FMgz1cnFuZ7qQv8CaR5W0vit/eU7MDO0XX6uBBbJigoSNm7U4e6BAhuuOEGrUy4WIH3DRs2KLJZBKPHv9Lx7w1/pMNf1GtEG8QbzGaz1yCNbn3Xq1dPqYqV11RAQAC6detGdH2TyaTdu9efIKjMQ9q3b4/S0lJCm8x34O3bh4WF+XzeFVdcodgo3qoy64LAwEDSgh84/938qZ7zNm5vnU4YRD4j7yHvCRaLxats8vQ3uVudzhcr2xBsP8Xfu068VVsyer/QZAZ/K9LDwsII3XjSlWV7pEuXLsqaFNeXbk22bNmStOs0DEPxD8XGxiqJWbGxsUqMoXPnztpxeoPJZNIWfoh6XmlpqZKU0adPH+Tk5ACo/U5NmjRR6KlBgwYYPXo095F88MEHcDqdiIuL4z4asYrb6zj9f6VL+LvB6XRixIgRvOKiV69e2LNnDyIiIrBw4UI8/vjjPLCzaNEivvCZ8MjKyoLD4UDr1q35Pffv369kIYqZl82bN8dbb71FFmBVVRUGDRqErl27KmP0pizpnO0vvvgidyBarVakpaWhuLiYG39ZWVkwm804ePAgjh496vHerIqIKVqyITVq1CiMHj0aI0eO5IEH2dHUrl07vPzyy6REOy8vTwlmVVVVIT8/n/9mLVvCwsKwa9cuAOcFpihIs7KyyH3y8vIIM2PBPYaePXvy73n27FnMmTNHMdKGDx+OLVu28MDVjz/+iMWLFyvvlp+fTzZhTUlJ4ecEBgZi1qxZePzxx/nf3377bcjo1asX2Vz27NmzijLKvv/hw4cRERGBN998U+mjzARIXFwcv54xZl27NnnTX2YgjBo1Ck2aNCHn6rI1mXHPHCeMRkSjgQkBsRotPT2drIUWLVrg6aefJoKdjV9k2j///DNpRxQXF4fAwECimOXk5GDevHnKWEXs37+ffMeCggKsWrWKnPPrr7+SSoSEhATFSfJ///d/yM/PJ2M8fvy41tEqGvjV1dVEaOfl5WHChAlEAdBVnHXo0IGMae/evcpeqGFhYZzvsCpBMeAA1H43xnfYN9Ttb8KSKJhim5KSwr9tgwYNMGPGDNIOS+dkyc3NRUBAAKffgIAARcHOzMxEZGQkV7QNw8C9996rKBCPPfYY4ZcNGjQg14nvJ4+b0ZthGOjXrx9xluqUwt69eyMyMpLs2ccCWCLkZ+sUjYYNG5J3CQsLU6rCOnfuTOjGYrEoxklubq7Pzdxzc3MJrdWvX9+rQ1mu/gX0iqCuNYsMme51bZtlB6zD4dCOQXcfcX2Ul5crxpR8n+joaIWvZ2RkkAwypiTLivHx48cJr2nfvj3ZyzAlJUVrdIrvzP4vOhePHz9Osu8zMjKwdetW3H777ZwOZUeMyWTC8OHD+b5XQC2dMZkojmnevHlkbbVo0YIEIeT50PGqFi1aKEE52bHapEkTmM1mLsNbtmypVGnVq1dPaU2alZWl0JJhGPjll1+4/JCflZSUhJdeekkZp8hDIyIilMxvT4Hss2fPEj6iC9zodCqZ3s6ePausFZfLRd6vurrar1aHou4I0OA9e4YoQ+vXr688OycnhzhQrFarUgVuMpmUAMDAgQOJo7F58+Y+22PJ69/lcmn3u5L/Lzu+4+Pjle/myxkN0GANowNdUptu3MwwBGp1Hvm7lpeXk8QWXXKZrgpE5yBi88rkZnh4OFlbcitlBnEuHQ6H0pq4qKhICYrLY4qJiVGcA3L2rMViQadOncgxXTDiiiuuIL99VTUDtUEDMRkN0Ac+goKCCM+SK9R0FdKhoaHKujUMQ3F2ye8vP98fOZadnU30c4CuReZ8kNdMkyZNlGMi7THI303m0dddd53yfF0gMy8vj+jeAwcOVGirV69e2LFjB5EJ8vO7deum6HLDhg1TEicSExNJEk5CQgKx6YYMGYJXXnnF53oeNmwYaYHfo0cPxTZs3Lgxdu7cyX83aNBAodNu3bqR1m2hoaHIzc3FRx99xI9lZGTgvffeI1VkiYmJRPfNy8tDjx49vI45Ly8PZrOZVNR3796d0N+oUaMwd+5cAOfliUwPDRs2xL333kuOMb1CXN/M8c7mhdG1KKfkqmSdbJfX0fDhw7VBWrfb7VeAxpfTsqio6KIkxAFqkp/8e9CgQYTWUlNTlfnu168fOef666/Hv//9b4VvMHuXHZeTq0eNGsV5gCen8qhRo9CyZUtyTO7Y1LFjR0VG6xzIsowcNWqUsm51PEHWieX76Pj4qFGjfFbRtWvXjtMH0+/kudY5buWEBBGM5+gc2vI86nQ7ecwjRoxAw4YNyfeR10jfvn0VfUiXSC9fxyDeW37/UaNG4Y477tBeJ2LAgAHkt063kO+t01ll25B13Klr0CM6OprosLKMDAgI0OqHsp4kBoKKiorw2muvKbQtJ93ExsbypHUdmB9LLCQoLy/Hc889R9b18ePHyXUul4v4cdmxKVOmKM+Q9aFevXopMmzt2rVknPn5+cp+xu3bt0e7du3IMdlfsG7dOp9bFcyfP1+5N+vixNCgQQNi5yclJaFnz55kLdntdiVQ8/bbbxP/JaD6U00mE5ElKSkp2LRpE6EL2aYLDw/HO++8Q2zZRo0akcCV2WwmvtGtW7fitddeU5JxZFkcExNDrmNgNMlssNGjR/O/WSwWfPbZZ+Tdfv75Z4WOb7jhBqJXlJWV+WVXXAzIVZUivG0p4S3AK+rSw4YNw4oVK7i8DwgIwMCBAwmNBAQE4KOPPiLr8sknn1Tob9CgQfwcp9MJi8VC5ikmJgarV68mnWJ07fXlb3v8+HHFr7Js2TLyHkuWLFHk2rhx4wj9BwQEoGfPnsp8iOuY6Q/sPUJDQ3Hfffdh1apVnAZ0e5O2atUKhmFwm72iooLrk8w/e/ToUZ8dkYBLgcN/NHbt2oU9e/YAACZMmACHw4GamhqUl5djwIAB6NChA3ciHj16lAd/mFG2c+dO7NixgwjF06dPK9VusjMqJiZGqaQbN26cNlPa2z49spA8cuQI5s6dyxWGJk2a8PGzDOjvv/+eM3td+wgG9k6MOYkVaklJSRgyZAiGDh3K5++6664jSl1aWhpmzpyJYcOGceOsefPm2Lp1q5IVJ/Yu7927N8/aZYFNu92uVAsAdHEPHjwYW7du5Yu2UaNGinFTVVXFW1MeO3YMV155pWK8sblhzK60tFTb1mbu3LlkTu68807uiCouLka7du0wa9Ysfh9dptsjjzxCWu1UVlbinnvuIeeIRtzp06fRuXNn7X46AEiLJG/ZcAyyw2/lypVKQErXS51Vk7Lvo8u4Z8xZXBu3334738QbOJ9BJBrzjDZE43DVqlW8rB+oVfrlFjiTJk3CQw89pHtNcm/RWK6oqFA2tK6srCTCMy4uDmvXriUKu6xwsXvplGpRaMbGxhIFctOmTejQoQPhDzpH+eOPP07GVF5ezted+HzGd5jglJXXyy67jDuOWCAsMjJS4TGio6Z58+YYP348P6ewsBDt2rUjwZRFixYpY16yZAmKi4uJ4/T9998n57C/MQPU7XajQ4cOeOqpp8h5V111FQlCsLHLGbGiUyw9PR133nknp3G2gfnixYuVsYpgrdHEQG18fDwJ1kdEROCTTz7Bs88+C6BWSXv11VcVY7Fnz56EJqdMmYKPP/5Y2R+T8Q3DMPDYY48pCuHOnTt9ZgkvWrSIBCEyMjJIVpWsvIljYGtUR7+y8akz3H219gVUp/CXX35J9ljVgSnU4ntUVVX5zBpmLU5FGcuCVPJ4xJ70brcbQ4YMIYqfXHX03XffKW04AcqnGT8WlX65931hYSHmzp2Lmpoafp5spEZGRuKll14i9MAMcRF79uxRKm/ldnly21Gdcvvbb79xmgZq5bycXORwOMjacDgceOqppwhdpKenK20gg4ODPXY4YJBp/Msvv8Stt97qtbLX5XLxPRIZvLWyFvey+j3Z4LrMfnn8vlodXnvttUoGMaMd8X6iDE1NTUX//v3JNQ6HgzhpAwICFEeN0+kkCW1paWlKkGDbtm1kbekMWp1zT6YlUVayd5CTGBo1aqQkJekCDfIYRV7D1qUcSNNVSpSUlBD+pqs4Z3onGwd7f5H+GN+Q59eXI138rgA47/O177YMna4lz396errihNPZETodQkRaWpoyt2JFpic4nU4luU0OirVo0QI7duwgjuE2bdoQPpOD/AAAIABJREFUJ2R8fDx27txJqhZatGihOJNlh2taWhq3pUQ9XoSnimsRo0ePxjPPPEOOyVnQ1113nXKf/Px88p0CAwO1FdCiDtWgQQPyjUwmEzZu3Ej0Zd17mM1mfPzxx2T9Z2ZmKrzt66+/Vr63vN52796t8KyxY8cq62nz5s1EJsn20TvvvIOrrrrKZ5uvsWPHkurdgwcPEhqMiooidsyNN96Ihg0bKnT6ySef8PVsMpmQlZWl7Ie1f/9+suYzMzOJTLTb7XjzzTe1rU8ZLBYLTpw4gRdeeIEcF21TwzAwZMgQPPHEE/xYixYtlGBn//79CW2FhoZi8uTJiqwT595kMmHWrFnk73a7XdnjUeY1umNvvvmm4j+oC3xV1urGcKGQW1/KFd+fffYZsfsXL16szPfXX3/N15fFYsHQoUMxdOhQbeIYQ5cuXYj8MZvNWLdundLZQQT7/nKisCzHbrzxRnJOZmYmrrnmGnKOxWIh43E4HBgyZIgil+W5vv322wltm0wmpZuInJBiGAauvPJK4tPQQQ4GX3fddcrzZeeuP/tyWiwWpZLUbrcT3c4wDEUmWiwWhWf17duXJKIDtN1869atMX78eOXb6oI94nU6mdGlSxfC6y0WC9atW8c7+3hCy5YtlXUrJ4kYhkHo+KqrrsK6detIEMhsNhPdIzw8HK+88grRdTyNW+Q1Ot1LtkPdbrcyr4AaOBR1/9LSUsTExPjs4hQTE6NUn8u46667iIwsKytDu3btyBqWdf/q6mp8++23ypY0ouxlYJ3RGGbMmEHsIaCWT4uB6qKiIuXeRUVFiv0lBwmvvvpqn4kVe/fuVe794IMPkt/169cna33RokWKzZqYmEhoPTo6Gg8//LCy1mW/YosWLch8njp1CgMHDlQS4ERUVFTgoYceInLrvvvuI2vb7XYjNzeX++KKiooQExODV199ldxrxowZxF8XExOD3NxcJYlblEW5ubmYOnUq9+NWV1ejQ4cOxMf45ZdfKvJr+fLlil7hreuAv/i9bVS92bLeqstF2mI2E1unlZWVmDRpEkk2dTqdCAsLI/NdWFioXTei/LnvvvuIrvn++++jQ4cOxI6U5/XAgQPaghRZrp84cYLo9omJiUoxxPDhw0lSit1u195b5mXz58/na6S8vBy5ubno0qULn7cTJ04QPyhQG2w/evQosf3YNxDXt7eYDcOlwOE/EMwRydr63Xrrrbjttts4IVVWVqKwsBCFhYXE2JCVTKfTiaqqKqKE/frrr4rRJmf26QSGJybgLXotK9TMgGOKhOjMY2Ovqqriz/fG1JijkykXoiBKSUnB8OHDceTIEZjNZtx0003YsGEDcfDa7XZ+DsNPP/3klRkPGTJEycAHahmPbqzimP773/+Se7du3ZpkswK1lRBiJsyuXbuUTMCzZ8/i2LFjxNF76NAhhYHLVaVyW5HTp0+jsLDQq8L8888/a/dT/F8AY6SiMhAdHU0EQWFhIZxOJ6mgiY6OxunTp4kxIlfY6DK1zp49qxhDMqKjo4lRU69ePWUfi+joaKJUsPUvZyMdO3aMCKPo6GhthZdIN//5z3+I8/zs2bPK/kg6Z3ZRUREZU0BAgEI3FouFX8syoOX5OHbsGD+H8Qqdgc/unZ6ejpUrVxLDrKysTCnz1/GuwsJCbN26lf+OjY3VrkeAOnErKysVB94vv/xCzmGORNn5K/LnQYMGKc7d06dP+3R4sDkTxxAaGkqUCKaUMqM2NTUVVqtVcepWVlaSwHTz5s1x+vRpokiJwdT4+Hht1vGpU6e8ZqU5HA6+5w5DvXr1CO1FRUURh77dblfaKepafcjyR1eVIrejEWmKBbx1+2j6UqpZ9rso5+qyV6LorHa5XFongGh0sXUtj0FEdXW112/BngWozhkRbP01a9aMZ7rKMoTJIDHZwFv7KvZOdWmXJ0J+d50sMplMZG243W6UlpYSXaOqqkpZwzU1NQqfYHPLrtXJwsLCQq0Dg8GfPSj+rvDVqiggIACHDx/G559/zo9VVFQowZuKigrihDIMQwlUFBUVkfnXtRIUdUM2Phm6NkTyehDlM9Mf5cxZuUJTdw6gykPdOd7oQzwmOjN0yQfsGDO0mZwTqzOYzJGdo7o90cQqT/k9GI/w9v11vE5nlOr4qDwnurUsy3FZxw0PD1fG7U8bK0ANwsnzHRAQAKfTSZJH3G434fXnzp2D0+kkx9xut5JwUlRURMYVExPD38XT/Or0LJlvzpgxQ6FtManpiiuuwPr165V5HDlyJHluZWUlOUeXCHH8+HFyjsvlwpkzZ5Txy9+6pqZGCQA98sgjyv1PnjwJs9lM9ueUrzt+/LjiZNYdkyHTVnFxsV8OM/nesjNXlJ9TpkzBtm3beDcMEeI6CQoK4h2ERDD6MAwD9erVU9oUV1RU+LS9qqurtc8XaSQ8PFyxe/ft26fYvU899RQ5FhkZiWHDhinrS1zvrVq1Uvb81NnG/lQaXczA3l8NkY4bNWqkzD8AkgAVERGhnCPTeHR0NHbs2EG+R01NjU/dyu12Y/jw4Qq/k/n2xIkTyTkJCQlK0Lq6upqcEx0djeHDh2tbvjM0adIEK1euVJz7Oj1WHveECRN86lMsOdUwDIwZMwbr169X5JSc5J2ZmUnWpK6SbfLkydo1KY9RRnV1tdIlY+zYsUS3MQyD2DGxsbEYNmwYOeZ2u/Hmm2+Se585c8ar/81isWDHjh1kXNXV1Vq+LeO7774j9GcymZQkEYAGL3JzcxW6rampIb+zsrKUc2Q9q2nTpgptO51O7V7NIqqqqhR/mcViUdaaXAF58uRJRW+TaTg5OZl06NDJyLS0NKXiUpdIJeP06dOKjJaDZIC+u5bO5yvq1mfOnFHO+eSTTxRdSh53UVGRzwBDcXGxcm9Z95HX2uzZs5WuVXIRwblz57SdrWTIc1RcXOyzFXJFRYVyb4fDQcYdHByMM2fOkGD1yZMncebMGfLdT58+TYppkpOTcebMGYV2RJo1DEPh0adPn1Z8RbqA5/8qXC4XCgoKSPLI6dOnFXv/+++/J/6F06dPk0RboLZYR+Rt8fHxRG9iNrs3XcrlcinV3larVVmjp0+fJt/phx9+UK47ffo0qSYNCwvTbu0hvse//vUv5OXlcRlYXV3N4z0ibcnvUFFRgZqaGhIbYLEdMXHNV9ce4FLg8B+Hffv2ESXG5XJxQfDAAw+goKCA/BMzd1lGDBOehmGgQYMG3CFut9s502LCOiAggDsiVq9ejZycHCVqbrFYlIxcdo2nPvNnz571qNQwo8Bms/H3GDRoEADaPk0MaMpZu8xZpcvM/uKLL1BcXAybzYaQkBA8++yz/LdYzVhcXEwcCOXl5YpDATivtL/xxhu8eslms2H69Onc8axr0RAQEMAFTWlpKVH+ExISFOOocePGRIC9/PLLSEpKIsIqIyMDmzZtItd528+KYcCAAUTx+fLLL31WwFVUVGDmzJlcgHoz0Nu2bYvIyEgYhqG0tGUBGPb82NhYDBw40OeYu3XrBqC2bYpMJww6GmFOM3GfPBks4/y+++7jx5o2bUoYeGFhIT766CPOoA3DQNOmTYmjlEF8xuDBg1FQUMAzvwzDwO7du3220WratClxfCYnJysGVGRkJAl4/fTTT/jll1+Ikrdz506FRgzD8GkslJeXkyDABx98gIKCApLpKGfqA7UBPLGKWec8Zd8iMTERI0aMQFZWljKPbHxRUVGoqKiAzWbTbmTPcOjQIbjdbv7uiYmJKCgowI033kjO69Wrl3JtixYtyJjF/dUY2PcTg2VlZWVKtt4XX3xBlEyWYeRtn5dHH30UzZo148aAYRjYvn07Hn74YY/XAOdbB4oOwsaNGxPF8uzZs6ioqODVofv27VPkClC7TlibL5PJhIyMDC1tM97222+/oVmzZigoKOC0HBUVhYKCAq/7AbLvKgbBEhISCD3m5OSQdmmfffYZzwJkRo5sYFqtVsW40QXNZINfBJMfsmNdrrjXweFw4NtvvyVGmCeHl9gOm0GkK4vFonX6yVllMg+eOHEi3n33Xf47OztbW7UqBk8ZrxKzjnVyr0OHDujfvz/piy+3tGnfvr3SicDTHhLi9+7QoQORAeHh4dpWSN72z9PNdWlpKeGP+/btwzfffEPooqysjJwDnE/I0YEZo3IAumPHjkrGr4yysjLs2rWLyCmdAwCoTSYQaXz16tUYPHgwOUeXlCLTqtVqVb7J6tWr0b17d/JbrvqSdTzWzs4T2P6zYuKM0+lUugBUVlYqcytns+sgthsEoLQK0ulcISEhZA5tNpuihzocDn4OM7JkXu12u5WuAf7s22W32/m9GT3LbdB0LfjsdjtxhOgCR4zHs3Ukyj0GRqtyBbFOT7bb7TwYwgxguRJXJ8sZ7/cnIAjo9S/ZCNdVFPjSl44dO8b3b2fwtd8mULs+5Oo2ncPpo48+IjxGDm6XlJTgnXfeUSqufQU9ioqKlLnzZw9Emd7Pnj2rXCfS+pYtW1BSUuIzSFpTU0PO0X3DiooKcg5bCzq54W3chmFonf9sryexWi4gIEBp8yTTY0BAgLZNukhPAQEBZA9uoJYmZZqT+V9AQIA2UVSEyWRCt27dsGDBAp74YzKZlCQ9ZsOxuZcTXIDauRQTCEwmEx599FFSwapLnpJblnmjpeLiYhQXF5Nvwlp6iaisrCTHfvvtN58JSTt37tTyGR2flmGz2fh5clcdEfn5+UrLMLnldkBAgDJPOp4r6yn5+flYt24doTFdm3t53zJfEN//o48+UuZfPoc5ksVjsu1WWFiIkpISco63vbwZDMNAcXGxQvs6PiKe8+GHH2r5mkjDR44c8bg3O0NBQYH2+f60Aa/L/n/NmjXDM88845VmGQ+T7TmZ/zmdThIQHzFihM/9zz393eVyKXPkdruJj2fjxo0oKSkhx3Qt151OJznHUxKheA57Z29dMti9xW/idruV58vjvvfee1FcXKzcW/z99ddfK+fI871nzx7lu7355puYNm2a1zHHxsYiMTGRrP3mzZsriWyyHfzqq69i6dKl5JjsXM/NzSXVpToZuXXrVvz73/8mx+Q9wnXIzMwkfqi4uDilSwmg9/PJ9zeZTMSHGBsbq5yj8wPJlVuffvqpNsAg8pvGjRv79X6iLcK+hbzexbbIzJ721gZTd+8LRXx8PEkKcrvd2LRpEwk4v/rqq9i0aRP57vXq1SPfpGPHjli/fr3X5IaKigps2rSJ6H9ffvklsQltNpvCP5KSkkgbVIfDobT3Z5Dnzd99PGXodA35Xrp7+6MTijh69Ch2795NOkOEhISQggCTyYR9+/YRP1dcXJzPDl179uwh4xk7dqxPmrVYLEqVcvPmzRW+HRQUROys5557TmlLXa9ePSK36tWrp223La7JM2fOoKSkhPudn3zySRQUFBCb2WQy8X2zmR0fHByM6Oho7ttISEjg/hrWhSozM9Mn7wcuBQ7/USgrK8OECRM4wbCP/u6772od6E6nkxAzy26Jjo7mPcQffPBBLFmyBEBt+xHmRGVMoaamhlc1paeno7y8HPv27SNZER07dkRwcDAfA9vbCPActGL3FDOfQ0JCfDJ6kemKTELs733o0CGeeaBzXlRWVsJut2Px4sX8Hqy3NDu/uroaNpuNGBR2u1278Ttr6VlVVYWSkhJ+7xdeeAHFxcWw2+1Key6gNiglKvNiC0nduL/66iusXLmS//7yyy/x008/EQaelJREWsgYhoEVK1Yo95J7P586dYor/oZhoKSkxGtQBqjNBLrnnnv4N9G1wGTVoxaLBaGhoXC73UqVHKNLFjgYM2aMV+OWMTZduwYZOhph7yVW6Mr46quvFEPk448/xsKFC/nv8vJyImTcbjc+//xzpVXl5ZdfTr7zggULeLUeu+7jjz/2aVRv3LiRBA90yuPixYuxevVqMqYJEyYQheaNN97AsmXLyHWPPPKI9n6iAjdjxgxiRD322GM4d+4c+Q6iM5V9w7fffptnI5pMJq2ByWgiOzsbycnJcLlcSsYYc5ay7zV06FA+Zl2rtcrKSqxatYo7bFhQU6zcAmilEnNGPvfcc6QqV9fydvv27YoS+OqrrxIaAWqDeMyJaxgGTp06hbKyMiWoJc610+nEihUrOB8wDANHjx5VWo/JWLVqFY4dO4YPPviAH9MZunfddRdRxObNm4eCggKy7goKCrij0eVyYd++fUrgskmTJsSJvWjRItJGqqioCEuXLvXqMCgvL8ejjz7K15vZbFacfUlJSejduzc5xpRnto49tRwUs0zl7MWqqiqfbXkAKG1RmFzz5vQ6cOAAafkF6Kvpjh49SpxbFRUVcDqdpKXUr7/+qrQ02rVrlxI49JVw4Xa7Ff4E0GDV0aNHsXz5crJOZGU/LCwMS5cuxbFjx/j8h4WFEbkVFBSEnj17kmSL4OBgLd2LQaqIiAhceeWVJIM6IyOD8A0mA7w5xnSJSXJm5unTp5UAkFgpwtaDHMjQQSdHPAUbGWpqanD77bcTA8OTMyspKYnM79mzZ5VgcklJiTIPcsX7tGnTfLZdraqqUtZsWFgY0TXi4+O1xiPDuXPnlAxjXRWrTNdHjhxRAlsyqqurlXvL49UF1/bu3UvmMCoqSglSHjp0SNG/ZJ1lz549yhjldmqAmnBw8OBBfm/GC2Qa0dHt999/77djVA6o6Vr6HTt2jPB6XYKfvGcOoCbo6ZxM4j6cMnROEzkzVu6YAejbLun0Ffk+cka/P5VkBQUFCr+XaauyslJxSsh0XFVVpbRm9CeJjz1b12KWQacfy+veZrMp5+muk5M9ZBiGoXV0y4EVke5YYpc/bcDF+3hKXps9ezY6d+5M1vT06dNJhnl6ejpKS0sJTxo5cqRCA61btybnzJkzh+wDbrPZ8MADDyh0Ke+fPn36dEX+yhBtTKD2my5YsICMOy4ujuhoZrMZgwYNIs+3WCzKnmLLli3DN998w9eB2WxWWkcD1HlqMplwyy23kN/iXLhcLtjtdmUPH1+8oKqqSqsLiXRbXV2tDYjJewzr0LhxY/7t2Rh1tNKqVSuFL8hdDlq0aKHwAZnf6PY0btWqFSZMmEASweT7/Otf//JrjYsQEy9dLhdsNht3+jGI+ll1dTXsdrvW3hZhGAY6duzIf1dWVvp0CrrdblitViUBVJ5rwzB44i4bt+7eIu3V1NRozxF5Env/q666ipwjvocn+JNcwc7z1cbPMAxUVFTAZDIp1X8iWLISO8cwDGzZskVJOpfhqaKlpqYGdrtdeY68V69hGNp9oEXY7Xavslh374qKCtjtdr+C36Jd5Ylvi0GKqqoq2Gw2j4mD7Pk2m81ncMEwDCLvVqxY4TNJ7/jx48SmBmrXtGwfyy0nN2/erOj/8u+4uDilBbSM119/XQlALl++3Os1QK1NLerN3bt3V3wYABQ/3+7duxVdctasWeRbFRUVKe9itVoVXULcageo1Ud1tqxItytXrlR0Vvm+3bp1UwJZvXr1UvRE2Ubr3bu3ck5oaChZAz179lTu3bdvX/Jbl5AgB4WOHTtG9L+zZ88qiWUffvih8k3mzZtH5nrPnj3YvHmz8jyR1nfs2KFsyyH6ZgG1swpQa5/cfffd/LfT6VTGyCCvVW9Vyd54qk4nlG17XatSf/k0w6uvvqpsnyb7bFwul0L/uk5XMl958cUXyRj37t2rJIrIqK6uxqRJk8ixtm3bKjaDvAXSd999p3TTWLFiBbEj9u/fj9mzZyvPFOXm/v37sXDhQlRVVSEsLIzrZk8++SQ/x+12c5pp2LAhr1p/+OGH8eKLLwI439q4sLAQr7/+OgD4bLfMYLjrugPtJfxlWLhwIXH4t23bFgcOHMCJEyeQnJyMWbNmoW3btrBYLNi7dy/uv/9+4nxk7XXat2+Pjh07koqyyMhIbNiwAT169ODMnlUhxcbGYvbs2bjiiiswZMgQfPfddzCbzaipqYHJZMKaNWuwe/duzJ8/Hy6XC8nJydi4cSP69u3LleicnBy88sormDRpEq+uMJvNsFgsXOlq3rw5evbsyZlCfHw8XnvtNURFRWHy5MlYv349TCaT1vhfsWIFxo8f73fJ9uWXX460tDS+iNh4RCXCbreT+zVt2lTLjD/99FPcfPPN/G/dunVDQkICnnvuOQBA165dsWXLFkVBGTx4sLLfE0NwcLBHhi7OgTwf/lSOAbVKn+jokt/d2/Plc9mxHj16KHsjMLRt2xbdunXDvHnzyPHQ0FDC3FNTU7Fy5UqMGDHC434FDRs2JH9r06YNnn/+eZSVleGGG27wyPhXrFiBqVOnkoCJ/HwRgYGBfrfEYd9BbLnJoJuvkJAQnD17ll/n73fzFzabTXFk68ahO0+G/E6MjwDe6aR///546623yLHRo0fjxRdf9PjMsWPHIicnB+PGjVP+Jo4/IiICzZs3V/Z4ZMjOzsY333xDeMydd96JIUOGoHPnzh6ff9111+GNN94g391qtXo09CIjIz0GFTxdFxERAafT6bX/e13uJ0PmCZ54JlBr2PkaB5t38bszMLp1OBxcaWTPq1evnseKc29ITU2F0+kkznrWWujFF1+sU5sqs9mMlStXYvTo0WTsjLfr1gR7h+joaMIrTCYTAgICfMoYHQ+Qv5243iMjIzFx4kTuZLbZbEhLS/O6h2JqaipKSkqUvTO3bNmCjh078ne955570L59e15Vy763TBONGzf2a19ZhoCAAOTn5+Oee+4hCScyD/OHFjt06IAdO3Zw+gkMDITL5UJFRQXnkzIvZs/SzfWfiZSUFKUdCoM/a0uEJ1pkmDFjBh5++GHOu+rXr4+jR48qc5qTk+PVob169Wo8//zzpMp1+vTp+Oqrr3iyhE7XSU5Ohs1m40a8N97PcLHlmnhfwL+2dt7gjTf6K//95ct1vXdcXBwKCwsJfXsbLxtLnz59lLZluu8QExOj3f8aqKXFd955Bz169OA0GRAQgN69e/N7e1rv/fr1w7p167y+2++FKG/+CrB3Z/zp90LmFTpZW1d4uocvGvo9EO8t20+/Bw0bNkTTpk2JfeHP3OvWmczb0tPTUa9ePZ6JPWLECLz99tuKXpeUlER0En9oMDk5mSRgxsXFobS01Cvf7N+/v9JSS6dLMx3X2zkyDMOA2WzmPEW3hv2xCf5qZGZmajtF9O7d26MNWhfo9KGePXviv//9r9fr4uPjf/feUv7oNN7s1n86/iidgcEfvcUfhIWFoUuXLkTWiTypSZMm2Lt3b53vm5GRoU1UrSu82abeEBsb+7v2D5UhyiFfOi7gWW7o1oVMK3807fwd4E3fFOWvP3Ohm1NPuqn47S7WPF/ofXR0JPNE+d5s70R/29Uz/JH6kj+o6xz9/7AG/hfhD2+UMWfOHAwYMAD333+/0iqc8d28vDxYrVbeYQyo7cKwbt06HDhwAFOnTkVBQQGSk5Oxfv16vzrnXAoc/kPgdDrRrl07ovBYrVYEBQWhpKTEY/AoJCQEkydPxtKlS3mffLZpsWz0iEqP3W7HlClT8OSTT5J9s6xWq+LAM5lMhOBZi659+/Zh8ODBXMjJhl63bt1IVY/FYkFYWJjSG1hmhFdddRUSExNJ9d1f7Uj4X8aFCCKr1Yq0tDRioOuMHdlIDQ4ORnl5uU/nmNlsJsql7EiMjIxEv379FBqprKwk974YDpq/A/5q5eZCn9+6dWvExcWRvvL+OIR80WRwcDCcTqfXb9umTRtERUURR4POaSIr138HxexClIy/Ghc65vDw8Ave9w7wj57+bDRq1EipULkQiLRoGAaioqJw5swZr46n0NBQNG7c2GfFziX8tYiIiEBMTAxxIvnjKPF1TlhYGCoqKnw6h0NCQpCYmOjT+fV34Ici/m7j8RcXMm6TyYRmzZqRdlv+BPDNZrN27yjxHlFRUSguLvYaFI2JiUF8fDwJYPzVusglXMIlXMIlXMIlXML/Mv5qXeufqmtfwiX8L8LhcGDatGl45JFHyL6FcsK7YRgIDg7mfrG4uDgsW7aMb//jC5dalf5D8MMPPyhZUlVVVThz5ozHzcVvuukmbNy4Eddeey3WrVvH24EZhgHDMJCeno5+/fqhS5cufN8whvz8fIwYMQIbNmzAuHHjkJGRAavVipqaGiQmJpK9dIKCgtCxY0elvUFmZiZvOWGz2cg+GM2bN1ecm9XV1Th16pTXzdKbNGmC//znP5g+fTrZX8LpdPIyeN2eFv8LSE5OVto8yO0pTCYTKQUPDAxEenp6nftKm81mBAcHIyAgADabTTungYGBCA8PV9rPxMfH4/3338frr7/Ov5HFYkF5eTkiIiI47ZhMJrjdbt7OhAVtgoODve5fU1VVpd143G638+uaNm2qpZGoqCh+TmBgIMxmM58vFlB3OBwIDg5W5kycW8MwEBI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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import datetime\n",
    "\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "#print(train['date'])\n",
    "train['dayofyear'] = train['date'].dt.dayofyear #提取一年中的第几天\n",
    "#print(train['dayofyear'])\n",
    "fig,ax = plt.subplots()\n",
    "sn.pointplot(data = train[['dayofyear','cnt','yr']],\n",
    "            x = 'dayofyear',y='cnt',hue = 'yr',ax = ax)#hue = 'yr'根据年份区分色彩\n",
    "ax.set(title = 'dayly istribution of counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2d857287cc0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 季节与汽车数量的关系violinplot图 季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "sn.violinplot(data = train[['season','cnt']],\n",
    "             x = 'season',y ='cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# barplot图  季节（1=春天、2=夏天、3=秋天、4=冬天）\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data = train[['season','cnt']],\n",
    "          x='season', y='cnt')\n",
    "ax.set(title=\"Seasonly distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Monthly distribution of counts')]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 月份和汽车数量的关系 月份( 1 to 12)\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data = train[['mnth','cnt']],\n",
    "          x = 'mnth',y = 'cnt')\n",
    "ax.set(title = 'Monthly distribution of counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'weathersit distribution of counts')]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 天气和骑车数目的关系 天气（1：晴天，多云 2：雾天，阴天 3：小雪，小雨 4：大雨，大雪，大雾）\n",
    "fig,ax = plt.subplots()\n",
    "sn.barplot(data = train[['weathersit','cnt']],\n",
    "          x = 'weathersit', y = 'cnt')\n",
    "ax.set(title = \"weathersit distribution of counts\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20fe1d25d08>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 工作日和节假日的分布   holiday：是否是节假日（0/1）\n",
    "#workingday：是否工作日（0/1）\n",
    "fig,(ax1,ax2) = plt.subplots(ncols = 2)\n",
    "sn.barplot(data = train, x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data = train, x = 'workingday', y = 'cnt',ax = ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2d85a6a0438>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sFZUyi0ClDAAAAADMiEoZAAAAYKWMxmRzhwBRKQMAAAAAs6JSBgAAAFgr1pRZBCplAAAAAGBGJGUAAAAAYEZMXwQAAACslZHpi5aAShkAAAAAmBGVMgAAAMBasdGHRaBSBgAAAABmRKUMAAAAsFasKbMIVMoAAAAAwIyolAEAAADWijVlFoFKGQAAAACYEZUyAAAAwFqxpswiUCkDAAAAADOiUgYAAABYK9aUWQQqZQAAAABgRlTKADNIvHLK3CEUSQbXGuYOAQCA+wuVMotApQwAAAAAzIhKGQAAAGCt2H3RIlApAwAAAAAzIikDAAAAADNi+iIAAABgrdjowyJQKQMAAAAAM6JSBgAAAFgrNvqwCFTKAAAAAMCMqJQBAAAA1oo1ZRaBShkAAAAAmBGVMgAAAMBasabMIlApAwAAAAAzolIGAAAAWCvWlFkEKmUAAAAAYEZUygAAAABrRaXMIlApAwAAAAAzolIGAAAAWCuj0dwRQCRlAAAAAIqIDRs2aMmSJQoLC1NKSooqV66sjh07auDAgSpWrFiexty+fbuWLVumQ4cO6ebNmypTpoxatmypwYMHq06dOvl8B5mzMRpJj5F3iVdOmTsEWBGDaw1zhwAAwH0ldtnYQr1e8d7/y/O5kyZNkp+fnyTJYDDIYDAoJiZGklS7dm35+/urdOnSOR7PaDRq7Nix+v777yVJtra2KlasmGlMg8GgL7/8Uh06dMhzzDnFmjIAAAAAFm3NmjXy8/OTnZ2dxowZo6CgIAUHB2vBggVyc3PTsWPH9MEHH+RqzDlz5uj777+XnZ2d3n//fQUHBys4OFhr1qyRp6enEhMT9eGHHyoiIqKA7upfJGUAAAAALFZycrJ8fHwkSYMHD1bfvn3l4OAgSfLy8tKcOXNkY2OjrVu3KigoKEdjXrp0SXPnzpUkjR8/Pt30Rw8PD82bN08lS5ZUTEyM1qxZUwB3lR5rygAAAABrVQS2xN+9e7fOnj0rW1tbDRgwIEN7w4YN5eXlpZ07d2r16tXy9PS865hr1qxRfHy8mjZtqq5du2ZoL1mypMaNG6dr166pfv36+XIf2SEpAwAAAGCx9u7dK0mqU6eOypYtm2mfRx55RDt37tSuXbtyNObmzZslSZ07d86yT2GsJUtDUgYAAABYK6PlV8pOnDghSapRI+sNv9zd3SVJ4eHhiomJkZOTU5Z9jUajjh07JkmqW7euoqOjtWTJEm3ZskWRkZEqXbq02rZtq1deeUUuLi75dyPZICkDAAAAYLEiIyMlSRUqVMiyT/ny5U0/X758WdWqVcuy78WLF007LMbExKhTp046f/68qT08PFyHDx/WqlWr5OfnZ0r4ChJJGQAAAGCtCnlNWfPmze/a548//kj35+joaElS8eLFszznzraoqKhsx79165bp5/fee09RUVEaM2aMnn32WTk4OGj79u2aMGGCwsPDNWzYMK1atSrba+cHdl8EAAAAYLGSkpIkpb43LCtpuzFKqbs1ZietSialVtVmzJihvn37qkyZMnJ2dlbHjh21YMECGQwGnT59WgEBAfd4B3dHpQwAAACwVkZjoV7uv1WwnEjbqj4xMTHLPgkJCaafs0ve/uvhhx/W448/nuF43bp19dRTT2njxo365Zdf1L9//1xEnHtUygAAAABYLGdnZ0lSXFxcln1iY2NNP99tc4608SSpRYsWWfZr1qyZJOn48eM5ivNekJQBAAAA1iolpXA/efDAAw9I+nfDj8xERERIkmxsbOTq6prteG5ubqaf70zQ/qtkyZKS0id8BYWkLJdu3Lihb775xtxhWI3zFy7pzdHj9Yh3dz3i3V2jx0/Rtes37npe0J+hGvDau2rerovade6rCVNn6fqNm3nuZ03GfjFdL7/xnrnDAAAAkCTVrFlTknTmzJks+5w9e1aSVKlSpbtuylG2bFmVK1dOUupOjFm5eTP1O+GdSVxBISnLhcDAQHl7e+vHH380dyhW4cbNWxo44n0dPHxUg/p214DeL2rbrt81eORH2c4p3hd0UIPeHK3Tf5/X4P491bvr8/p16y71f+1d3bx1O9f9rMmKtb9oxdqfzR0GAAAoLEWgUtayZUtJ0pEjR9LtnHin3bt3p+ub0zG3b98uYxbr6g4cOCBJqlevXq7izQuSslwICgrS9evXzR2G1fh2+UpFXL6ib2ZM1KC+PTR0QG99NeEj/XXilH7auCnL8yZOmyM7WzstnjtVQ1/urcH9e2rRrMk6F35Rvt8tz3U/a5CcnKw5fkv06aTp5g4FAAAgnRYtWsjNzU1JSUny8/PL0B4aGqpdu3ZJknr16pWjMV944QVJqdW3FStWZGg/fvy4Nm/eLEl69tln8xp6jpGUwWJt3LRdLZo20kPuVU3HWrdoqupVK2vjpu2ZnhN+MULHT53R897tVLXyg6bjNapVUZtHW2nNP8lcTvtZg/j4BHUfOEKzFizW8+3bqYJbOXOHBAAACosxpXA/eWBnZ6eRI0dKkubNmydfX1/Fx8dLkvbs2aPhw4fLaDSqTZs2aty4sem8iIgIeXt7y9vbW4sXL0435hNPPKE2bdpIkj799FP5+/ubxty3b5+GDBmixMREeXp6ytvbO09x5wZJGSzSzVu3df7CJdXzqJmhra5HTR0+mvkuOBGXr0iSatVwz9BWtXJFXb9xSxcjLue4nzWIT0hQdHSMpowbrc/HvCM7OztzhwQAAJBO165d1b17d6WkpGjq1Klq1qyZmjZtqpdfflmRkZGqXbu2pkyZku6cxMREnT59WqdPn850ttvUqVPVokULJSYmasKECWratKk8PT3Vr18/XbhwQbVq1dJXX30lGxubAr8/q35P2enTp7VkyRLt3btXFy9eVFxcnEqUKKE6dero+eefV5cuXWRra6vz58/rySefTHeeh4eHJGnz5s2qXLmyqS0yMlJ+fn7avn27Lly4IDs7O7m7u+vpp59Wv379MmzRmTa2g4ODDh06pM2bN2vRokUKCwuT0WiUh4eHhg4dqieeeEKStGnTJi1cuFBhYWFKSUlRvXr10rWnmTlzpnx8fPTCCy/o008/lY+PjzZs2KArV66oQoUK8vLy0quvvqpKlSoV1OO9J5FXrkqSyrtl3D3HrVxZRUXH6HZUtEq4pN8xx+mf91hEx2TcJefGzdR1YleuXctxv4oVCn5hp7m5ODtp/fIFsrcnGQMAwNoYUwr3PWV5ZWNjowkTJuiRRx7RsmXLFBYWpri4OLm7u8vb21uDBw++61b4/+Xi4qLvvvtOK1as0OrVq/XXX38pOTlZtWvX1vPPP6+XXnop12PmldUmZQEBARo7dqzpjd9OTk6ysbHRtWvXtHv3bu3evVuBgYGaOnWq7Ozs5OrqqpiYGMXExMjOzk5lypSRpHRVhT179uiNN95QVFSUaczk5GQdPnxYhw8fVkBAgHx9fU07yPyXj4+PZs6cKSl1e87o6GgdOHBAw4YN0+zZsxUUFCRfX19Te2xsrA4cOKChQ4dq9uzZateuXYYx4+PjNWDAAIWEhMjOzk7FixfX33//raVLl2r9+vWaN2+emjZtmn8PNp+kJUvFHB0ztDk6pr6xPTY2LkNS9lD1qnJxdtJv2wL1ar8ept9sxMcnKHBf6mLNhPhE1alfI0f9rIGtra1sqZkDAIAioGPHjurYsWOO+lauXFl//fVXtn1sbW3VvXt3de/ePT/CyzOr/Cp28uRJffrpp0pOTlaPHj20c+dOBQcH6+DBg1q/fr0ee+wxSdK6det08OBBVaxYUYGBgRo4cKAkqWrVqgoMDFRgYKAqVqwoKbV69tprrykqKko9evTQpk2bFBwcrJCQEC1dulQNGjRQeHi4hg4dakra7pSQkKCZM2eqQ4cO2rFjh4KCgrRu3TpVrFhRKSkpeu+99+Tr66v+/ftrz549CgoK0po1a1SpUiUZjUZTMvdfv/zyi0JCQvTqq69q3759OnDggAICAlS9enXdvHlTI0aMUHR0dAE96bxL+Wd3nuzKxba2GdsMBoP693pRR/46rvf/N1nHTp7W0WMn9dbHnyk2NvWFg3b2djnuBwAAcF8rArsvWgOrTMp+/PFHJSUlqV69eho3bpzKly8vKTUBqFmzpr7++msZDAZJUnBwcI7GnDZtmmJiYjRw4ECNHz9eVapUMY3ZrFkzLVq0SBUqVND58+e1fHnmO/vVqVNHX331lSpUqCBJqlWrll5++WVJ0q1bt9SpUyd99NFHKlu2rCTJw8NDQ4YMkSSFhYVl+mK75ORk9evXT++++66p/NqoUSMtXLhQLi4uunz5spYsWZKjeyxMzk5OkmRacHmn+PgESamVyMwMe7m3+vXoop8379CL/V9Tt1fekK2NjQb1Tf0NSKkSJXLVDwAAAChIVpmU9enTR/PmzdO4ceMyrcS4uLiYEqOcVJGio6NNW2ZmVfosUaKEqdSa1ve/OnXqJNv/zCO7c6pjp06dMpzj7u4uSTIajbpxI+NLlQ0Gg954440MxytWrKguXbpIkn777bdM4zGntLVcl69ey9AWeeWqSpZwkVPxYpmea2trq/ffHKotPy3Wd7O/1K8rFsln8qeKio6RnZ2tHnygfK76AQAAAAXJKteUVa5cOd3mHJJ0+fJlnT17VseOHVNwcLAiIyMl/TuNLjuHDx9WUlKSJKlv375ZTrlLq2SdOnUq0/bM1prdubjwvzFLUrFi/yYmaevj7tSgQQOVLl060+s1a9ZMixcv1uHDh5WSkpIhITSnkiVcVPnBBxR27GSGtqPHTqqeR60sz93w2za5liurlp6N5Fq2jOn4gZBQ1fOoZVqTltN+AAAA9608blOP/GWVSZkkxcXFacWKFVqzZo2OHTummJiYdO1pCUpWb/i+05UrV0w/X7169a79b968melxZ2fnTI+nSZtSmRtpa94y4+aWWo1KTk7W9evXVa6cZb2f6qknHtXiH1br1NlzqlEtdTronv3BOv33eb38Urcsz/vu+1WKi4vXj4tmmXYU3L57n4IOHtZnH4/KdT8AAACgIFllUnb+/Hn1799f4eHhkqSSJUuqWbNmqlmzpurXr6+HH35YQ4cO1enTp3M0Xlo1zdbWVkeOHMnzuwzs7fP/ryO7d07dWQUsiGvfq4F9umnNz5v16v+N1oDeLyo+PkELl/6oeh619Hz7tpKkc+EXFRIapiYN6qpKpdQEdFCf7nrr48/0+ntj9dQTjyj8YqS++36lHm3VTM8909Y0fk77AQAA3LeKyJb49zvL+yZeCMaOHavw8HCVL19ekydP1sMPP5whkcpsh8SspG2Pn5KSooiICD3wwAP5Gu+9uHYt45qsNGlTNB0cHFSqVKnCCinHypYprW9nfanJM+bJ5xt/FXd0VLvHWmvU64Pk4JA6tfBASKg+/vwrTfjwbVNS9nRbL03+3/ta4B+gyTN8Va5sGb3Su5te7d8jXZKa034AAABAQbK6pCw6OlqBgYGSpPfee0+tW7fO0Of69eumaYg5mb5Yv3592djYyGg0ateuXerWLfOpdaNHj9bBgwfVqlUrffLJJ/dwFzkXGhqqhIQEUxJzp/3790tKXVtmqapXq6w5U8dn2d7l2afV5dmnMxzv+FQbdXyqzV3Hz2k/a/Lrim/NHQIAACgsbFNvESxnZ4dCEhsba0q0strEY9asWaa2tA08pH/Xmf33vNKlS+vRRx+VJM2dOzfTKltYWJjWrFmjEydOFGol7ebNmwoICMhwPDw8XGvXrpUkdejQodDiAQAAAJCe1SVlrq6uqlSpkiRpxowZOnjwoKnt+PHjGjVqlPz9/U3H7nz3V9oUv8jISF26dCnduG+//bYMBoPOnTunfv366c8//5SUuonGtm3bNGTIECUlJenBBx9Ujx49Cuz+MjNx4kQtWbJECQmp7/c6cOCAXnnlFcXExKh27drq2rVrocYDAAAAC8HLoy2C1U1flKQPP/xQI0aM0Pnz59W9e3cVK1ZMRqPR9KLiSpUqqWrVqtqzZ48uXLhgOq9JkyaysbFRbGys2rZtKycnJy1cuFCNGjVS/fr1NW3aNL377rs6cuSIevToIScnJyUmJioxMVFSakVt3rx5WW5RXxDc3Nzk7OyscePGaWjIFtkAACAASURBVOLEiXJwcDC9e83d3V2zZ8+2yE0+AAAAAGthdZUySXrqqafk7++vNm3aqHTp0kpMTJSjo6MaN26sUaNG6aefftJLL70kSdqzZ49pOmKDBg30+eefq3r16rKzs5ODg4MiIiJM4z799NPasGGD+vfvr4ceekhGo1E2NjaqXr26XnnlFa1du1a1a9cu1Ht1cXHRDz/8oH79+qlMmTJKTk5W7dq19dZbb+nHH39UlSpVCjUeAAAAWBCjsXA/yJSNMSc7WaDImTlzpnx8fFS9enX9/PPPBXadxCuZvwgbKAgG1xrmDgEAgPtKzNdDC/V6TiPnFer1igrmrQEAAADWinVeFsEqpy8CAAAAgKWgUgYAAABYqxRWMlkCKmUAAAAAYEZs9IF7wkYfKExs9AEAQP6K+XJgoV7P6V2/Qr1eUUGlDAAAAADMiKQMAAAAAMyIjT4AAAAAa8VGHxaBShkAAAAAmBGVMgAAAMBKGXl5tEWgUgYAAAAAZkSlDAAAALBWrCmzCFTKAAAAAMCMqJQBAAAA1srImjJLQKUMAAAAAMyIShkAAABgrVhTZhGolAEAAACAGVEpAwAAAKwV7ymzCFTKAAAAAMCMqJQBAAAA1oo1ZRaBShkAAAAAmBGVMgAAAMBa8Z4yi0ClDAAAAADMiKQMAAAAAMyI6YsAAACAtWKjD4tApQwAAAAAzIhKGQAAAGCljLw82iKQlOGe+Hh+Yu4QihwDswTyZGjwOCVeOWXuMIokg2sNc4cAAACyQVIGAAAAWCvWlFkE1pQBAAAAgBlRKQMAAACsFZUyi0ClDAAAAADMiEoZAAAAYK2M7L5oCaiUAQAAAIAZUSkDAAAArBVryiwClTIAAAAAMCMqZQAAAICVMlIpswhUygAAAADAjKiUAQAAANaKSplFoFIGAAAAAGZEUgYAAAAAZsT0RQAAAMBapfDyaEtApQwAAAAAzIhKGQAAAGCt2OjDIlApAwAAAAAzolIGAAAAWCsqZRaBShkAAAAAmBGVMgAAAMBKGY1UyiwBlTIAAAAAMCMqZQAAAIC1Yk2ZRaBSBgAAAABmRKUMAAAAsFZUyiwClTIAAAAAMCMqZQAAAICVMlIpswhUygAAAADAjKiUAQAAANaKSplFoFIGAAAAAGZEUpaP9u7dKw8PD3l4eOjy5cvmDgcAAABAEcD0RVi0klXc9PjHL6lK67qSpFObg7Vj/FLFXrud4zGemjRIpd0f0I89P8vQVuWRemo9qqvc6lZVQlSsjq3fp91fBigxJj7f7sEcSlRxk9eYl1Tpn+d2ZlOwdo1fqrhcPLe2kwapdPUHtKpHxud2p3J1qqjH+vE64LNG+6atvKe4i7KxX0zX2fPhWuQz2dyhAACQcynmDgASlTJYsGKlXdRt+Yeq6FlT++es0wHfDarxlKdeXPKBbA12ORqjfs8n1LB320zbKreuqxeXfCA7g712ffG9wlYGqlGfdnrB/z3JxiY/b6VQFSvtohe+/1APeNZU0Ox1CvbdoOpPe6rz0pw/t7o9n1D9lzJ/bneysbPVk18NlZ2Ddf9+Z8XaX7Ri7c/mDgMAABRR1v1NChbNc3AHlahYVv7PjNa1ExckSZdCTqrr0tGq1+0xhS7bluW5NrY2ajmis1q/9WKWfR7/+CXdDr+iH7pPUHJ8oiTpVvhVPfnZy3J/oqHObDuYr/dTWJoM6SCXimW17OnRuv7Pc4sIPqkuy0arTrfHdOQuz635iM5q+XbWz+1Ozd7opHK1K+VH2EVScnKyfL9drtl+S8wdCgAAecKW+JaBShkslkenh3X+9zBTQiZJf+86rGsnLsijU+ssz7NzNKjPhgl6ZFQ3ha0M1O2L1zLtE3v1tg4t22ZKyCQpfG+YJMm1btV8vJPCVavTwwrfE2ZKyCTp/K7Dun7igmrd5bn13DhBrd7ppr9WBCoqk+d2p3J1KqvFiM7aP2N1vsVelMTHJ6j7wBGatWCxnm/fThXcypk7JAAAUESRlBWgX3/9Vf369VPz5s3VtGlTvfDCC/r222+VnJycrl+7du3k4eEhX1/fTMfJagORtOPe3t6SpJUrV6p79+5q2rSpWrVqpUGDBikkJMTUPyAgQF27dlWTJk3UrFkzDRo0SH/++WcB3Pm9cyzlpNLVKiji0OkMbZGhZ1ShYfUsz7V3NMjBpbjWvzZTv7w9TylJyRn6JMcnalX/ydo/a0264271qkmSbodfvcc7MA/HUk4qVa2CIjN5bpdDz6h8o6yfm90/z+3n4TO1KYvnlsbGzlZPTh2ic7sO66+VgfkSe1ETn5Cg6OgYTRk3Wp+PeUd2djmbGgoAgEVJMRbuB5li+mIB+eyzz7Rx40ZJkrOzs2JiYnTkyBEdOXJEe/fu1ezZs/P1eh9++KFWrFghGxsbFS9eXDdu3NCuXbu0f/9+LVmyRIsWLdK6detkY2MjJycnRUVFadeuXdq7d6+WL1+uBg0a5Gs898qlQllJUtSl6xnaoiNvyLGkkxxKFFfC7dgM7fG3Y7XwiXdkTM75ytUSlcqpSut6enzMS7py9JxO/PJH3oM3I+cHUp9bdB6eW8LtWPk/nrPn5vnacyrl/oDWD/patvbW+bsdF2cnrV++QPb2JGMAAODeWOe3qUKwceNGPffcc9qyZYuCgoL0+++/67nnnpMkbd68Wdu3b8+3a505c0YrVqxQv379tHfvXgUHB2vJkiUqUaKE4uPjNXDgQP38889666239McffygoKEj+/v4qVaqUEhMTNXfu3HyLJb84uBSTJCXFJmRoS4pLPWZwcsz8ZKMxVwmZYylnvbpnutp/NVT2jgZt/eS7dFMaixIH54J/bmVrV1LLN19Q4ISlir6U/RTH+5mtrS0JGQCg6Esp5A8yRVJWQB577DFNnTpVlSqlboJQpkwZffbZZypXLnXdSWBg/k35MhqNatu2rT7++GOVKlVKktS8eXN16dJFknTr1i0NHjxYw4YNk4uLiySpZcuW6tmzpyQpKCgo32LJLza2qbsfGo1Zl7nzb2GqUetfn6mfR87R1eMX1HXpB6rVsUU+jV3ICvi52dja6MmpQ3Rh/7FsNwwBAABAzpGUFZBevXplOFasWDHVrZv63qjIyMh8vV5aAnanWrVqmX7u1KlThnZ3d3dJ0vXrGae6mVtCVJwkyb6YQ4a2tGNpfe5V/M0YHVu7V2ErA/VDt/G6FX5Fj4/pky9jF7bEAn5uTYc9J9e6VbXni+9VrIyLipVxkWMp59TxizuoWBmXIv06AQAArI0xxVioH2SONWUFpEaNGpked3V1lSRFRUXl6/Vq1qyZ4VhaVUySKleunKG9WLHUqW4pKZZXS759IXWjDefypTO0OVcoo7ib0UqKzf8XPCfHJ+r05hA1Hdhexcq4KO56/v49FTTTc6uQxXO7cW/PrVqbRrJzNKjHunEZ2jyHPyfP4c/p29Yjdfv8lTxfAwAAwNqQlBWQOxOiO9nY3H16WX5eL42DQ8bKiSWLvxWjm39HqnwD9wxt5etXU8TBU/c0fpmHKuqF797TH3PX66D/pnRtBudiMqakKDkh6Z6uYQ4Jt2J082yk3DJ5bm71qynyHp/brvFLTJWxNE6upfTMzNd09MedOrpil2Iu37ynawAAgEJkeb+bt0pMXywgNvk4hSsnlaz7cTvu4xv2q6pXfZV5qKLpWFWv+ipb80H9teb3exr7xpkIOZZ0UqO+7WRr+PfZlahUTrU6tND5348qMTp/pkcWtpMb96uyV32VvuO5VfaqrzI1H9Txe3xulw+d0fldh9N9Lv5xTJJ06+/LOr/rcJHdJAUAAMBcqJRZkKySr/ye6lhU/DF3nep29VK3ZaN1wHej7BwNaj7sWUUcPKWjq1I3SilV1U0Vm9XWxQPHdPPvy3cZ8V/G5BRt/eQ7dZg+XN1/+FhHVwWqWBkXNRnwtIxGo7Z+8l1B3VaBC5qzTnW6eqnL8tEK+ee5eQ57VpEHT+mvf55byapueqBZbV06cEy3cvHcAADA/YV1XpaBSpkFSJtamFXydfz48cIMx2LEXrutgO4TdPnI32o9qqs8B7XXyV8PaFX/L01TCyu1rKMO04erUss6uR7/6KpArX9tpuwc7PX4mD7yHOSt83uPalmnsbp67Hx+306hibt2Wyu7TdCVI3+r5aiuajyovU79ekBr+n2plH+e24Ot6uiZGcP1YKvcPzcAAABz2bBhg/r06SNPT081adJEzz33nGbPnq24uPyZ4ZScnKxevXrJw8NDvr6++TJmTlApswAVKlTQ6dOnM92aPiEhQT/99JMZorIM109d1OqXp2TZfuTHnTry485sx/B79K0s246t26tj6/bmOT5LdePURa0bkPVzOxqwU0cDsn9u3z2S9XO70+3zV+RTpW+u4rsf/briW3OHAABA7hWhNWWTJk2Sn5+fJMlgMMhgMOj48eOaPn26Nm7cKH9/f5UunXGzs9yYN2+egoOD8yPcXKFSZgEee+wxSdKBAwf09ddfmzL9o0ePatCgQQoPDzdneAAAAIBZrVmzRn5+frKzs9OYMWMUFBSk4OBgLViwQG5ubjp27Jg++OCDe7pGaGioZs+enU8R5w5JmQXo3bu3PDw8JElz5syRp6enmjZtqs6dOysoKEgTJ040c4QAAACAeSQnJ8vHx0eSNHjwYPXt29e0/MfLy0tz5syRjY2Ntm7dmunMs5yIi4vTu+++q6SkJLPsWk5SZgGcnZ21bNkyvfHGG6pRo4bs7Ozk6Oiop59+WsuXL9fzzz9v7hABAABwHzKmFO4nL3bv3q2zZ8/K1tZWAwYMyNDesGFDeXl5SZJWr16dp2tMnjxZp06d0oABA+Tm5pa3QO+BjTG/X5gFqzKtKmuJcsvAf3F5MjQ44wurkTMG18xfZg8AwNXnnyjU65Vbuz3X50yZMkXz589XvXr1tGrVqkz7+Pn5adKkSapUqZK2bNmSq/F37typV199VQ899JBWrVqlDh06KDw8XKNGjdKQIUNyHW9esNEHAAAAYK2KwEYfJ06ckCTVqJH1Lxnd3d0lSeHh4YqJiZGTk1OOxr5x44Y+/PBD2dvba9KkSXJ0dLznePOC6YsAAAAALFZkZKSk1B3Ls1K+fHnTz5cv5/wdrJ988okiIyM1bNgwNWzYMO9B3iMqZQAAAICVyus6r7xq3rz5Xfv88ccf6f4cHR0tSSpevHiW59zZltW7f/9r9erV+uWXX1S/fn0NHz48R+cUFCplAAAAACxWUlKSpNR3k2Xlzh0Tk5OT7zpmeHi4xo8fL0dHR02ePFn29uatVVEpAwAAAKxVIVfK/lsFy4lixYpJkhITE7Psk5CQYPo5u+RNklJSUvT+++8rKipKH3zwgWrWrJnrmPIblTIAAAAAFsvZ2VlS6rvEshIbG2v62cXFJdvxFixYoP3796tFixaZbrFvDlTKAAAAACtV2GvK8uKBBx7Qn3/+adrwIzMRERGSJBsbG7m6umY73rJlyyRJYWFheuyxxzK0X7t2TZI0Z84cffvtt5KkwMDAPMWeUyRlAAAAACxWzZo19csvv+jMmTNZ9jl79qwkqVKlStluCHKnqKiobDcFiYmJUUxMTK5izSuSMgAAAMBKFYVKWcuWLTVr1iwdOXJEt27dUsmSJTP02b17t6nv3dzt5dLt2rUr9JdHs6YMAAAAgMVq0aKF3NzclJSUJD8/vwztoaGh2rVrlySpV69ehR1eviApAwAAAKyUMaVwP3lhZ2enkSNHSpLmzZsnX19fxcfHS5L27Nmj4cOHy2g0qk2bNmrcuLHpvIiICHl7e8vb21uLFy++52dVkJi+CAAAAMCide3aVSEhIQoICNDUqVM1Y8YMGQwG05qv2rVra8qUKenOSUxM1OnTpyVJ169fL/SYc4OkDAAAALBWRhtzR5AjNjY2mjBhgh555BEtW7ZMYWFhiouLk7u7u7y9vTV48OC7boVvyUjKAAAAABQJHTt2VMeOHXPUt3Llyvrrr79yfY27bQRSEFhTBgAAAABmRKUMAAAAsFJFYUt8a0ClDAAAAADMiEoZAAAAYKWMKUVjo4/7HZUyAAAAADAjKmUAAACAlWJNmWWgUgYAAAAAZkSlDAAAALBSxiLy8uj7HZUyAAAAADAjKmUAAACAlWJNmWWgUgYAAAAAZkSlDAAAALBSvKfMMlApAwAAAAAzolIGAAAAWCmj0dwRQCIpwz2aGXPY3CEUOTFJceYOoUga+eBj5g6hSIq9sFOJV06ZO4wix+Baw9whAACsCEkZAAAAYKVYU2YZWFMGAAAAAGZEUgYAAAAAZsT0RQAAAMBKMX3RMlApAwAAAAAzolIGAAAAWCm2xLcMVMoAAAAAwIyolAEAAABWijVlloFKGQAAAACYEZUyAAAAwEoZjVTKLAGVMgAAAAAwIyplAAAAgJUyppg7AkhUygAAAADArKiUAQAAAFYqhTVlFoFKGQAAAACYEZUyAAAAwEqx+6JloFIGAAAAAGZEpQwAAACwUsYUKmWWgEoZAAAAAJgRSRkAAAAAmBHTFwEAAAArZTSaOwJIVMoAAAAAwKyolAEAAABWio0+LAOVMgAAAAAwIyplAAAAgJVK4eXRFoFKGQAAAACYEZUyAAAAwEoZqZRZBCplAAAAAGBGVMoAAAAAK8V7yixDoVXKZs6cKQ8PD3l7exfWJfXBBx/Iw8NDgwYNKrRrFhXt2rWTh4eHfH19zR1KjpQtV0aTZ3yqfUc26c/TOzXPf5qqVKuU63Fee2uQdgStz7StuFMxjf7fW9r150aFnt2tVb/6q81TXvcaulmVK1dGX8/6TIeO7dTxv/dr0VIfVa1WOdfjvDlqqPYf3JRpWzX3KvJbPFN/nd2rUxeCtGLtIjVt1uheQzcbV9ey+mb+Vwo/F6JrV45q5Qo/Va9eNUfntmjeROvXLta1K0d1++YJ7dqxRh2822Xot2zpXCUlhGf4/L5nQ37fjsUb+8V0vfzGe+YOAwAAs6JSBovn4GDQwu995P5QVfnNWayo29Ea9Fo/LV+7QM8+0VM3rt/M0TiPtW2t/3t3qCIvXc7QZmtrK7/lPmrSrKG+nb9M4ecuqlvvTvpm6XQN6PaaAnfsze/bKnAODgYt/dFXNR5y17zZi3T7dpSGvf6KVm/w15NeL+j69Rs5GqdNu0c16v3XFJHJcytbtrR+2rhYLi7Omjd7kW7cuKVXh/bVirWL9OzTvRR2+Fh+31aBcnBw0Lq1i1W7Vg19Pd1Xt25F6a2RQ7R180p5Nn9a165dz/LcWrVqaPOmH3X58lVN/GKG4uLiNWBAT/20+lt17zlYP/30s6lvvXq1FRi4T/Pm+6cb49rVrMe/H61Y+4tWrP1ZzZs2NHcoAGC12H3RMhRaUlamTBlVr15dVapUKaxL4j7xQs/n1LBJPfXvOky7tqcmR1t/26WNO3/QoOF9NfXzWXcdo1f/FzV24vtycDBk2t69T2e1eqSZ3hr+kX4KSK1W/LBktbbuX6MR7w4pkklZ915d1LhpA/XoMkg7tu2WJG3+dYe27v5JQ18foC8mTL/rGH0HdNdnkz+Wg4NDpu0v9eumByqW1yt9R2jjutRK2oa1v2nX/g16+93hGvzyW/l3Q4WgX99uat6ssbw79NKmzTslSRt/3qyQoM16a+QQjflkUpbnTvz8QyUlJenRx57XpUuRkqT53yxRSNAmffH5x6akzN7eXrVqVtcXk2Zq6dKVBX9TFig5OVm+3y7XbL8l5g4FAACLUGjTF/v27auff/5Z8+fPL6xL4j7x/AvtdebU36aETJJOnTij3Tv26bkX2t/1/G8DZuvzr8bo9137dejPI5n26dqrk44ePmZKyCQpPi5eE8dO0+Zftt/7TZhBl64ddPrUWVNCJkknjp/Wzu2/q0vXjnc9f/nKbzRl+jgF7tyrP0MOZ9qnqnvqVMjtWwJNx8LPX9SxoydUp17te7yDwtezR2edOHHalJBJ0l9/ndSWLbvUo3unbM99zOth/frbdlNCJklxcXFav36TatWqLlfXspIkD4+H5ODgoLCjJwrmJixcfHyCug8coVkLFuv59u1Uwa2cuUMCAKtmNNoU6geZY/dFWLwGjesp9GBYhuOHDx5VtepVVLJUiWzPr1z1QY1593O90vMNRUfFZGi3t7dXY8/6Ctyxz3TMybm4JGntyp813+e7e7wD82jUpL4OhmRMQg/9eUTu1auqVKmS2Z5fpWolvf/2//RStyGKjorOtM/pk2clSQ/Vqm46ZjAYVPHBCoqMyDjd0dJ5ejZUUPChDMeDQ0L10EPuKl26VJbntmrdQe9/MD7D8XL/JGPJySmSpHr1PCRJYWGpUzudnZ3uOe6iJD4hQdHRMZoybrQ+H/OO7OzszB0SAABml21S1rNnT3l4eGjChAkZ2oxGo1q1aiUPDw+9/fbbmZ7fvn17eXh4aN26dVlu9JG2Gcfs2bMVHR2tadOmydvbW40aNVKrVq00bNgw7d2b9dSxGzduaMaMGXr22WfVuHFjeXl5aezYsbp69Wq2N37o0CGNGjVKTzzxhBo0aKAWLVqoa9eu8vHx0a1btzL079evnzw8PLRy5UqFh4dr1KhRat26tZo2barnn39evr6+io7O/IurJMXHx2vhwoXq3r27mjVrpkaNGumZZ57R//73P507dy7bWA8fPqx33nnHFGurVq00YMAArV69WsnJyVmed/LkSY0ePVrt2rVTo0aN1L59e/n6+ioxMTHb61kSJ+fiKlmqhCIuZvyCHxlxRZL0YOWK2Y7h7dVNSxYGZNlepdqDMhgMunQhQsPfHKh9RzYp9Oxu7Qn9VT36dLm3GzATJ2cnlSpVUhcvRmRoS0uWKlXJ/rm1ad1J3/otz7bP4u8CFHooTF/NHC/P5o1V4yF3feUzQeVcy2r2DL+834AZODs7qXTpUroQfilDW9pzrFo1681lzpw5p7Nnz6c7Vr68q7p09lbY0eOmNXwN6qcmZYNf7auIi6G6ef24zp0N0huvD8yvW7FoLs5OWr98gbyffNzcoQAAlLr7YmF+kLls15S1adNGISEh+v333zO0HT16VDdupH7J2LdvX4b2c+fO6cyZM7K3t9djjz2m06dPZxvItWvX9OKLL+rMmTOysbGRk5OTbty4oa1bt2rbtm364osv1KVL+i/IZ8+e1cCBA3X+fOoXIScnJ928eVPLly/Xli1b5O7unum1fvvtN40cOVJJSUmSJBcXF8XGxio0NFShoaFauXKlli1bpgoVKmQ49+zZs5o8ebKuX78uR0dH2djY6NixY5o6darWr1+vBQsWyNXVNd05Fy5c0KuvvqqTJ09KSq0kODo66uzZszp79qxWrlypSZMmZboz5fz58zV16lQZ//lXXKJECUVFRen333/X77//rtWrV8vHx0cuLi7pztu6datGjhypuLg4SVLJkiV17tw5TZ06VTt37lRCQkK2fx+WwtnFWZIUGxOboS0uLl6S5ORUPNsxEhOTsm0vUTK10tbnle5yLOao6V/O080bt/TSy930xfSxMhqNClj6U17CNxsX03OLy9AWG5vT53b35P32rSh9OdFHs+ZN1oZN/yZwH747Xpt/25GbkM2uRInU/4ZiYjP+W4uNTX2Ozk45r2rZ2dlpkd90ubg4a9JkH9Pxev9M66xXt7be+L8PZTDY65UBvfT1tPEqWbKEPp9497V+RZmtra1smaMBAEA62f6vsU2bNpKk48eP6/Ll9JWKPXv2mH6+fPlyhqRrx47UL2Senp4qVSrrKT9plixZoqtXr2r8+PEKCgpSUFCQAgICVKVKFRmNRk2cODHdl8SUlBS9+eabOn/+vCpVqqTvvvtOwcHBCgoK0uTJkxUVFZVpspiQkKCPP/5YSUlJeuGFFxQYGKgDBw7o4MGDmj9/vkqVKqXw8HBNn575F6P58+crLi5OkyZNMsU5bdo0OTk56ejRo/roo4/S9Y+Pj9ewYcN08uRJtWzZUt9//71CQkJ04MAB/fbbb3ruuecUFxend955R4cPp1+3s3btWk2ZMkXFixfXqFGjtHfvXv3xxx8KDg7WtGnTVK5cOe3Zs0cffvhhuvMuXbqkt956S3FxcXr44Yf122+/af/+/dq7d6+GDh2qffv2Zfj7tFS2Nqlzj7P7zUpKSso9XcPRMXUTi4qVHtBLnQdrycIArVv1i/q9OEwnj5/WOx+9Idsi9i3S1vaf56asH1xKyr3/uqp3v676duks/f33eb352mgNfeVt/fbzNk2Y9JEGDOx1z+MXprS/Y2M2/9hy+m/N1tZWC/2+1jPPtNGy5au0ePGPpraAH9fqo48n6hnvngoIWKOlS1fqGe+e2r17vz4c/X8qV67Mvd0IAAC5kGK0KdQPMpftN826deuaqkV3JmF3/rlq1dT39/w3AUpLytq2bZujQFJSUjRp0iT16NFDTv/8NrpRo0YaM2aMpNRpiqGhoab+GzduVFhYmAwGg+bPn69WrVpJSq1Cde7cWVOmTMn0OndW+D766CNTVcvW1laPP/643nzzTRkMBp06dSrT85OTk/Xll1+qS5cusre3l52dnTp27Kgvv/xSkrRt2zaFhISY+gcEBOivv/5SkyZNtHDhQjVp0kT29vamZzd16lS1bdtWiYmJ6RLBxMRETZ48WZI0bdo0DRkyRKX/n737Do+yWPs4/t3d7KZDgITQe1WKdAQERJAiio2OiihIsRwEFQt6ROzwWigKIqDAAUUQpCtFIID00CHU0JNQAqSX3fePJQthk5BAYDfm9+Ha60qeZ2Z2dmiZ5565JyAAsKft7tChA99//z1Go5Fly5axc+dOR93x48cTHx9PuXLlmDhxouP3yN/fn9dff53evXvf9PfDFTy9PAksWiTdK20PmJe3p1N5Ly/7tcz2O2VX3NUo3MZ1Wwg/em0paWpqKgvmLiUoOJCKlcvd1nvcSV5eeAG6iQAAIABJREFUngQVDUz3irk6Jt5ezuPm7Z074wYw7N3XOHniNB0f7sEv/5vH/N+X8Ey3Aaz8ay3//fgtAt00iYOXlxfBwUHpXleuxADg7eXlVN7b237tSkzMTdu2WCzMmvk9Pbo/ydKlK+nzQvoMlL/++geffzE23eTPZrMx6cf/4eXlxf2N69/ORxMREZE86KaP/1u0aAGkn5QlJyezZcsWfH196dq1K5B+UpaUlOTYB5YWbbuZgIAAWrVyPmT1vvvuc3x9/T6x5cuXO9qvWLGiU72HHnqIKlWcs7/5+vo6vp43b57T/W7durFz505mzcp4L02NGjVo06aN0/XWrVs73u+vv/5yXF+wYAEATzzxhGMydqMuXboAsH79euKvLp36559/iIyMJCgoKNMxrFWrFtWrVwdgxYoVgP2Hu5UrVwLQs2dPPD2dfyjv16+fW26u7/j4w2zauzzd64WBvbgUfZmiwYFO5YOLBQFkeH5WTkScsWfLO3/ugtO98+fs50alLaN0R52ebM+usLXpXv0H9SY6+hJFg4OcygcXKwrA2TORTvdyokiRQgQXC2Lp4hXExaZPoPLL/37H29uLeg1q39Z73CldOj/GqROh6V6D/9OPixejKVa8qFP5EiXsD6dOn3beo3c9Hx9v/pj3E08+8QgLF/3Fk0+/kO09nFFR9j2Svn75K/GHiIiIZOOcshYtWvDrr7+m21e2Y8cO4uLiaNGiBfXq1QNg8+bNjvubNm1yRGoqVKiQrY6UL18eg8E5pOnvfy2z3vX7oNIiQ9dP2m7UoEEDwsLSH15bsWJFateuzY4dOxg5ciTTpk2jRYsWNGvWjIYNG+LtnfU+m6ZNm2Z6r169eoSFhTn6lpKS4liSOHr0aMaMGZNhvbS9bcnJyRw/fpyqVauyY8cOAC5evJjle6YlJUmL7J05c8axNDGzsSlSpAgVKlTg4MGDmbbrCmtWbeCZJ/unu3Y8/CQN7q/LvbWqOZW/p2ZVjh05zuVLV27rfc9FXeDM6QgqV3Oe3JcqUwIgw+QP7mLVinV07pQ+SUT4sRM0blKfmrXvcSpfo1Z1jhwO59Il54Q2OZF0dbJhMjpP8I1XJ/3uuuzzz7/+pm279MsrjxwN54FmjamTwUHG99WuwcGDR4mOzvygcpPJxOxffqB16+bM/m0Bzzz7suPvdhqz2cy6kAVs3bqDAQPfSnevatVKABw7mnXiHxERkdykNPXu4aY/MTVp0gSLxcLp06c5duwYgGOC1qhRI2rUqIGPjw8RERGEh9vTY69ebT/XKbtLFyF9BCtdB6/7oe765T5pUbMbk2pcL6NEHQDffvst9evblwiFh4fz888/069fPxo1asSAAQMckaaMFC+eeca6tL6k9e3SpUuOp+SXL1/m3LlzGb7SllOmlQM4d87+1DwlJSXTeufOnXNMVC9dupSu3q2OjStFRZxj3ZqN6V4nwk+xbMEKKlWpQNPmjRxlK1QqR5PmDVkwd1muvPcfc5ZQo1Z1mrVs7LjmX8CPp7o+yvYtO4m8zWjcnRQZEcXa1RvSvY6Hn2TRH39RpWpFHmhxv6NspcrleaBFY+bNXZxFi9lz5XIMWzfvoGOnhylcOMBx3WAw0Ou5p0lMTGLzxu23/T53wtmzkaxYuTbd6+jR48z9fRHVq1XmoVYPOMpWrVqRVq2a8evsrJO9DH9vMG3bPsjc3xfRs9dApwkZ2B+8JMQn0K3r45QuXcJxvUABf155+QUOHjzKps3uOWYiIiJy59w0Uubj40PDhg0JCQlhw4YNlCtXLt2kzGw2U7duXUJCQti0aRNly5Z17CfL7tLFW5FRVO1GmS3RK1asGDNmzGDHjh38+eefrFmzhrCwMBITE1m5ciUrV67kySef5NNPP3Wqm9kSRLg2aUwrc326+mnTptGwYcOb9jlNWkKBhg0bMm3atGzXy864QOZj445+mf47z7zYlXFTvmTi2J9IiE/gxUHPEnEmiikTZjjKBQYVpmnLxhzYc5D9e3MWBRz/1Y883OFBxk8dxU8TZ3L+3AW6P/c0/gX8GPne6Nz+SHfFjJ9n83zfHkz6+WvGfzuZ+PgEBrz8PGfPRPLD+GtnrwUGFaHFg03Yu+cA+/aEZdGis/eGfcKcBVNZumo2P0/+hfj4eDo92YGGjevy8Yf/x7morI+mcDc/Tp7JwIHP88usCYz+v++Ji4vn9cEvcerUWb75dpKjXNGigbRu3Zxdu/axa9c+ChUK4PXB/UlKSmLlynV06+Z8lMK8eUvs7Q35gDWr57F61TzGjbcfG/DiC70IDg6kwyM9s0w0IiIiktuUfMM9ZGttUdrkasOGDSQkJBAaGoq/vz/33GNfGpWWZGPjxo2OVPgFChRwRKPuhLQoUGRk5vtiLlxw3iN0vdq1a/PGG2+wYMEC1q1bx+eff06NGjUAmDt3bobZG7M6/yytL0FB9n08AQEBjkjfmTNnsuzLjQoVsmdgO3s2Z8vm0t77+v5k5GZj406SkpLp9WR/Vq9Yx0uvPMfLQ/qyY+suejzel+iL15aTVaxSnq+++5i2HZ33Jt7MlcsxdHnkeRbN+5Nuzz7FkHde5vy5C/R84iW2b9l58wbcUFJSMp07Pc/Kv9Yy6NUXGPxGf7Zt3clTjz7nODMLoErVCoyb+AWPPOq8V/Jmtm/dyWPtehK2/zCvDXmJ4SPewNPLk4F932DMVz/k5se5K5KSkni4bVeWLlvF0CEDePed19i0eTutH+7MhQsXHeWqV6vMz1PH8MTj7QFo2OA+fHy8sVgsjB3zCT9PHeP0Crqa9GTL1h20ebgLhw8f4/3hQ3jv3cGEh5/godadWbPW+fgRERER+fe7aaQM7JOykSNHsnHjRrZv305ycjLNmjVzTDgaN7Yv+dq0aZMjStasWbMso0q3q3bt2hw/fpxNmzbRr1+/DMts3+68DGj37t2sWbMGo9FI//7X9i8FBgby+OOP07ZtW5o1a0ZMTAy7du1yim5l1GaaLVu2ADj22VksFipXrsyBAwdYt24dnTp1yrDer7/+6siSOHbsWHx8fByTw+PHj3P8+HFHBsXrpaX1N5vNdO/enc6dOxMcHEzx4sU5c+YMmzZtynBfWUxMjNNeO3cXeTaK1/q9nWWZjeu2UiGwTpZlenTqm+m98+cu8vZ/RvA2I26pj+4o4mwUA14cmmWZ9SGbKRZQPcsyT3Z8LtN7u3fuo1fX/pnez2vOnImg1zODsiyzes0GPCzXDpJe9uff6b6/mXXrN9OmbZdb7uO/yZ9zfnJ1F0RE8jWtz3AP2YqUlS5dmgoVKhAdHc3PP9uXPaVNxADuvfde/Pz8iIiIYObMmUDO9pPdikceeQSAdevWpUtBn2bLli1s27bN6fqBAwf45ptvGDduHBERzpnUjEajY+lggQIFnO6HhISwf/9+p+vLli3jyJEjGI1G2rZt69TPxYsXO51DBnDlyhUmTpzIiRMnMBqNjuMAmjZt6jjfLbP0/jNnziQsLIw9e/Y4Mj8aDAbat7c/vZ8+fbpjr9n1pk2bRmJiYoZtioiIiIjI3ZXt1GhpSxjTkmBcH0EymUw0aNAAsB80bTKZaN68eS5209mDDz5I06ZNsVqt9O/fn+XLl2O1WrFaraxYsYJBgzJ+0t2uXTsKFSpEUlISAwYMYMeOHY5J2MmTJxk8eDBxcXH4+Pjw0EMPOdVPSUmhX79+hISEYLPZSElJYd68eQwbNgyArl27pkvR37NnT0qXLk1ycjIvvPACixcvdiT/2L9/P3379uXEiROYzWYGDhzoqOfj48Orr74K2Cd8r7/+OqdOnQIgPj6en376ic8++8wxFrVrX0s93r9/fwIDA4mIiOD5559n3759jnqTJk3i22+/vbVBFxEREZF/FR0e7R6yvb6wRYsWTJ5s35ResGBBqlVLn6K8UaNGrFq1CoA6deo4Djq+k0aNGkW/fv3YtWsXgwYNcqSzj4+Px9/fnyeeeILff/89XR1fX1+++OILBg0axJ49e+jSpQtmsxmz2UxcnP2sJYvFwhdffEHhwoWd3rNGjRocPnyYF154AR8fH1JTUx1Rp1atWvHWW+nTXPv5+TFhwgT69evnmPTd+H4mk4mRI0dSt27ddHV79epFREQEEydOZNGiRSxatIgCBQpw5coVRzKAe++91ymSVrBgQb777jteeukl9uzZw+OPP46/vz8JCQkkJydzzz334OPj41huKSIiIiIirpPtSFm9evUcZ4bVr1/f6fyhtGQfcGezLl6vcOHCTJ8+nbfffpvq1atjMBjw9PSkXbt2zJkzJ9Mz0po3b868efPo3LkzZcuWxWAwkJqaStmyZenevTsLFy7M8IBosE+CfvvtN9q0aYOHhwcWi4W6devy+eefM27cuAzPOatYsSJ//PEHQ4cOpXbt2nh5eZGcnExwcDAdO3Zk9uzZPP64c7Y2gCFDhjBr1iw6duxI8eLFiY+Px9vbm5o1azJs2DBmzZqFn5+fU71atWoxb948evfuTdmyZUlMTCQwMJDevXszbdo0vLy8cjDSIiIiIvJvZLMZ7upLMmawKf9ytjzzzDNs2rSJrl27MmLEvycRxO26WWINcRaXkuDqLuRJ5+Ju77Dr/Cr+9FpXdyFPMgdm/FBPROTfZl2xp+/q+zU9+9tdfb+84s6lRxQREREREbdmdXUHBMjB8kURERERERHJfYqUiYiIiIjkUza0z8sdKFImIiIiIiLiQoqUZdO0adNc3QURERERkVxlVco/t6BImYiIiIiIiAtpUiYiIiIiIuJCWr4oIiIiIpJPWZXowy0oUiYiIiIiIuJCipSJiIiIiORTSonvHhQpExERERERcSFFykRERERE8imrqzsggCJlIiIiIiIiLqVImYiIiIhIPqU9Ze5BkTIREREREREXUqRMRERERCSf0p4y96BImYiIiIiIiAspUiYiIiIikk8pUuYeFCkTERERERFxIUXKRERERETyqbyWfXHx4sXMmDGDffv2YbVaKVWqFB06dKBPnz54eXnluL3w8HCmTp3K+vXrOXPmDEajkdKlS9OyZUuef/55ChcufAc+hTODzWaz3ZV3kn+lCoF1XN2FPCcuJcHVXciTzsVddnUX8qT402td3YU8yRxYwdVdEBG5KxYFd7+r7/dIxMxbrvv5558zefJkAMxmM2azmbi4OACqVKnCtGnTCAgIyHZ7y5cvZ+jQocTHxwPg5+dHQkICKSkpAAQFBTFp0iSqVat2y33OLi1fFBERERHJp6yGu/u6VX/88QeTJ0/GZDIxfPhwtm3bxvbt2/nxxx8JCgoiLCyMYcOGZbu948eP8/rrrxMfH0+TJk1YtGgRW7duZfv27fzwww+ULFmSqKgo+vfv75i03UmalImIiIiIiNtKTU1l7NixAPTt25devXphsVgAaNasGd999x0Gg4FVq1axbdu2bLU5adIkEhMTKV68OOPHj6dSpUoAWCwWmjdvzg8//ICnpydnzpxh7ty5d+aDXUeTMhERERERcVvr168nPDwco9HIc88953S/Zs2aNGvWDIB58+Zlq83Vq1cD0LVrV7y9vZ3uV6xYkfr16wOwadOmW+16tinRh4iIiIhIPmXNA4k+Nm7cCEC1atUyTbzRpEkT1q5dS0hIyE3bS01NpWXLlkRERHDfffdlWi4oKAiAmJiYW+h1zmhSJiIiIiIibuvQoUMAVKiQeRKmcuXKAXDq1Cni4uLw8fHJtKzJZOLDDz/M8j1tNhvbt28HoFixYjnscc5p+aKIiIiISD5lu8uvWxEZGQlAcHBwpmWKFi3q+DoqKuoW3+maxYsXEx4eDkCLFi1uu72bUaRMbsvut5QSX+6Odl+Hu7oLeVLFKp1c3YU853DYfJLPHXF1N/IkHSUgIjeTtk8rK1u2bEn3fWxsLECGe7/SXH/vdpcbHj9+nBEjRgD2VPutW7e+rfayQ5MyEREREZF8yurqDmRD2rlhZrM50zJp2RjBvmfsVp05c4bevXsTHR2Np6cnX375JUbjnV9cqEmZiIiIiIjcFTdGwbLDy8sLgOTk5EzLJCUlOb7OavKWlaNHj9KnTx9Onz6Nh4cHo0ePvisHR4MmZSIiIiIi+ZbV4P7ZF319fQFISEjItMz1Bzz7+fnl+D22bt3KwIEDiY6Oxmw28+WXX9KmTZucd/YWKdGHiIiIiIi4rbTsh2kJPzISEREBgMFgIDAwMEftL1261LFk0dvbm3HjxtG+fftb7/At0KRMRERERCSfygvZFytVqgTAsWPHMi2TlimxZMmSWSYEudHMmTMZPHgwSUlJFCpUiKlTp96VbIs30qRMRERERETcVsOGDQHYu3cvly9fzrDM+vXr05XNjnnz5vHhhx9itVopWbIkM2fOzPIw6TtJkzIRERERkXzKepdft6JBgwYEBQWRkpLC5MmTne7v3r2bkJAQALp165atNvfv3897772HzWajTJkyzJw5k/Lly99iD2+fJmUiIiIiIuK2TCYT//nPfwCYMGECEydOJDExEYANGzYwYMAAbDYbLVu2pHbt2o56ERERtGvXjnbt2jF9+vR0bf73v/8lOTkZb29vxo8fn+XB1HeDsi+KiIiIiORTVvdPvgjAU089RWhoKLNnz2b06NF8++23mM1m4uLiAPshz6NGjUpXJzk5maNHjwJw8eJFx/XQ0FC2b98O2M806927d5bvXadOHcaOHZuLn8aZJmUiIiIiIuLWDAYDI0eOpEmTJsycOZN9+/aRkJBAuXLlaNeuHX379s12Kvxt27Y5vk5KSuLcuXNZlr906dJt9T07DDab7VYToYgQ92UfV3dB8ol2X4e7ugt50rH4zNMHS8YOh813dRfyLHNgBVd3QURyaEaJXnf1/Xqenn7zQvmQ9pSJiIiIiIi4kCZlIiIiIiIiLqQ9ZSIiIiIi+ZT2MbkHRcpERERERERcSJEyEREREZF8Kq+kxP+3U6RMRERERETEhRQpExERERHJp6yu7oAAipSJiIiIiIi4lCJlIiIiIiL5lLIvugdFykRERERERFxIkTIRERERkXxK2RfdgyJlIiIiIiIiLqRImYiIiIhIPqXsi+5BkTIREREREREXUqRMRERERCSfUqTMPShSJiIiIiIi4kKKlImIiIiI5FM2ZV90C4qUiYiIiIiIuJAmZSIiIiIiIi6k5Yv52MaNG3n22WcBCAkJISgoyMU9cmYoGIi5ZVdMpasCkHpkJ0mrfoH4K1nW8+z1HqbiFZyupxzYQtIf4zN+r6BSeD3zPin/LCJ5/fzb77wLadyyp2Dhggx4rx+NWzXC08vC9vWhjPnvd5w5fiZX6q45tSLLNj4Z/AVLf13GL//MoHjpYpmWmzL6J6b838/Z/2AuULhIId758HUebP0AXt6ebFi7mRHvfsHx8JM5aufl1/vS/dmnaHpfu3TXj1/YlWW91we9x28z89afv1v1wWffEH7yFFPHfuHqrojIv4ASfbgHTcrEfXn54tn1TTB5kLxpCRhNmBu0wyuoFAnTPgJraqZVjUVKkHJwG6lhW9Jdt106n3EFgxHP9i9gMP0L/kpo3LLFbDHz5fRPKV2hFL9O/I3YmDi69uvMmLlf0adNPy5fvHzbdT965VOnugYDvPzBADzMHuzYsAOAMR+Mx9vX26nss6/1pGTZEmz8e3Mufeo7w2Ix8/Ov31G+Ulkmjf+ZK1di6TfwWWYvmkrbB54i+uKlbLXTvFUT/vPmACLORjrde+2lt52uGQwwfOQbmC1mNq7b4nT/32jOgmXMWbCU+nVqurorIiKSi/LeT1KSb5jrt8XgX4iEKe9ju2CPPljPHMGry1BMNZqSunNNhvUMBQMxWLxIPbid1L3/ZOu9PBo/gqFIiVzruytp3LKn7dNtqFa7Kq93e5Mta7cC8M+KjUxdMYku/Z5m0ueTb7vuX3OXO9Xt/OKTBBQJYMSgjzlz4iwAIcvWOZVr9nATylYqw8TPfmTvtn23/XnvpKe6PUatOvfS88l+rP17AwCr/lrLnyFz6DvwWb78eMxN2+jx3NN8+NnbWCzmDO//Pnuh07UX+veiSGBhXun7FieOn7q9D+HmUlNTmfjTLMZPnuHqrojIv4wiZe5Be8rEbZmqN8R64oBjYgFgDd+L9fwZPKo1zLSeoUhJgHT1smIILIm5cUeSNyy4vQ67CY1b9jzU6UFOHj3lmFQBHD98gq0h23josQfvSN1CgYV44c0+bA3ZxvJ5KzMtZ/E085+PXyH80HFmjp+Vg0/lGo890Y5jR447JmQAhw8eZd2ajTz2ZPub1p8+ZwKfffUBG0I2sSt0b7beMzCoCEPfeYV1q/9h/pzFt9z3vCAxMYnOfV5h3I/TebRtK4KDiri6SyIikss0KRP35OmDMaAo1rPHnG5ZI8IxFiuXaVVjoD1yYz1/2n7BbMn8fQxGLO1fwBq+l9S9GzIvl1do3LKtSs0qhO0Kc7oetvsQJcuVwK+gX67XfebVHnh6WRg34vss+/b4c50oWqIo342cSGqq+z/DrHHfPeza4TyZ2r1jH2XLl6ZgwQJZ1i9VugTvDPmIZzsPICYmNlvv+crrffHy9uSj4aNuqc95SWJSErGxcYwa8TafDB+KyWRydZdE5F/EdpdfkrF8t3wxPj6euXPnsmDBAo4ePUpcXBwlSpSgRYsW9OvXj8DAQKc6R48eZcaMGWzcuJEzZ86QkJCAv78/1apV49FHH+Xxxx/HaHSe3y5ZsoTffvuN3bt3Exsb66jToUMHnnjiCTw8rg3/yZMneeihhwD45ZdfuO+++5zaGzNmDGPHjqV8+fIsXbrU6f6GDRuYO3cu27dv5/z586SmplKoUCHq1KlDjx49aNgw8yiJuzH4FwLAFhPtdM8WewmDpw9YvCEp3um+MbAktsR4LA92w1StIQaLF9boSJLXziV1/6Z0ZT0adcBYqCgJv4+BDH4P8xqNW/Z4+3jhX9CPqLPOe+XOR9ivBZcsSsylmFyrW7BwQR7t2ZG1S9dxaM/hTPtm8jDRfUBX9u84wPq/3H/C6+PrTcGCBTh7xnkfWGTEOQBKlCrGpUuZ79Fr0/QJkpNTsv2ehYsUovtzT7Ns0Qr27j6Q807nMX6+Piya9SMeHpqMiYj8W+WrSdmJEycYOHAgYWH2J9xmsxmz2cyxY8c4duwYixcv5pdffqFkyZKOOrNnz+aDDz4gNdWeHMHHxweDwcCFCxdYv34969evZ926dYwePTrde3322WdMmTIFAIPBgL+/P9HR0Y46S5cuZeLEibnyxNNqtfLuu+8yd+5cx7UCBQqQkJDA2bNnWbJkCUuWLGHEiBF07dr1tt/vbjBYvACwJSc630xJspcxe2LLZHJh8PQGTx+SFk8CTx/M9Vrj+Wh/Eo0mR2THUKQE5vsfJWnFDGwxFzEUyPtLgjRu2ePj5wNAYnyC073EBPs4eft45WrdR7q1x9PLwq8Tf8uyby06PECRooUZf5Nomrvw8/MFID7OeTwSEuzXfDJIYnK9nEzIALr2fAIvL08mfTctR/XyKqPRmBeffYhIHmHV4dFuId/8M5+amsrgwYMJCwsjKCiIcePGERoayvbt25k1axZlypQhKiqKl19+2VHn8OHD/Pe//yU1NZUuXbqwdu1atm/fzs6dO1m0aBEPPPAAAAsXLmTnzp2Oert27WLKlCkYDAbefvttQkND2bx5M6GhoQwbNgyDwUBISAgLFuTOXpw5c+Ywd+5cTCYTw4cPd7zfzp07mTJlCuXKlQPgyy+/JCkpKVfe844z3PxfCFsmW1NTdqwmafl0kv4YT+rBbaTuDiFhxsdYoyOxtOxib9tgwNK+D9ZTBzNNfJEnadyyxXD1J1ybLfOFFFZrxvdutW7HHu0J23WQ3Vv2ZNm3jj06cCHqIisX/J1lOXfhGI8sFqVkNpa3qtszT7Jrx162bAzN1XZFRERcJd9MypYsWcKuXbvw8PBg0qRJtG7d2rF8sE6dOowZY88OtnfvXscE67fffiMlJYV77rmHESNGULRoUcAe+apUqRJff/01ZrM9U9j27dsd77Vx40YAqlWrRu/evfHysj819/T05Pnnn6dt27b4+vpy4EDuLLuZOXMmAL169aJXr154e9ufSpvNZpo0acI777wDwJUrVzhy5EiuvOedZkuyP2E3eGSQic3j6l6nJOcn8wApO/4mZfsNSRRSkkndswGDb0EMRUrg0aA9xqDSJK/5Dbz97C8v+xN/zBb79+S9R0caN2cWLwuFgwqle8XFxAHg6eXpVN7Tyz5OaWVudCt1y1YuS6nypVi1cHWWffX19+W+xrUJWbaO1JTMjy5wFU8vT4KKFkn3ir26B8wrg/FI+7cvNpv7xLKjctUKlK9YlsXz/8y1NkVE8jPrXX5JxvLN8sW//voLgObNm1OtWjWn+9WqVWPo0KH4+PhQqJB9X07Pnj1p1KgRRYoUwZBBBMLPz4/g4GBOnjxJbOy1Hzp8fe0/pB49epQdO3ZQu3btdPVGjRrlmMzlho8//pjw8PAM96EBVK5c2fF1TIzzHhl3ZLts35tj8A1wumfwC8CWEAvJOYv62eLse1oMFi9M5Wtg8DDj9cz7TuXMDdtjbtie+AlvOPqRV2jcnLV67EHe+erNdNemjP6JK9FXKFK0sFP5wGD7csxzERl/hriYuBzXvb+VfT/nmiVrs+xr/eb18DB7sHpx1uVc5dEn2vF/40amu/bV5+O5FH2ZosHOh88HF7NfizgTlWt9eLCNfYXCkoVZH8wtIiKSl+SbSdmePfYlQ3Xr1s20TN++fdN9X6pUKUqVKpXuWlRUFOHh4YSFhbF9+3YiI+2b263Wa3P/Nm3aMGrUKGJiYujatSu1a9fmgQceoFmzZtSqVStXJ2QA1atXp3r16o7vU1NTOX36NMeOHWP//v3888+1M6eu76dbS4zHGh2FMbis0y1j0TIZZhfwXcJEAAAgAElEQVQE+8TDs/MQUvZvIuWGVO2GwsUBsF6KIunvXzCkRXjS7vsUwLNjP1L2rCdlz3pssdk78NataNycbP57M4O7vZHu2unwM9RuXIsqNSs7la9coxInj57MMMlHmoN7DuWobo0GNYg8E8WJwyez7GvNBveSkpLKjn92ZFnOVdasXEePJ9L/O3n82Eka3l+PGrWrO5W/t1Y1jh4OzzLJR07Vb1iHM6cjOHLoWK61KSKSn+WRnwz/9fLNpOz8efuT66Ag56e5WUlISGDOnDn88ccfhIWFEReXflmSMYP9JYGBgUyYMIE33niD06dPExoaSmhoKGPGjKFQoUK0bt2aXr16ZRixu1WRkZFMmzaNVatWcezYMZKTk536eGM/3V1q2BY86rXBULgYtgv2Q3aNZe/BWKQ4iZuds0/C1ayDnt541GpByta/HEv1DP6F8KjRlNTwfRB7GVvsZacdMGkJK2zRUVjDs3dWkjvSuKV3PvIC5yMvOF1fvWgtgz95lXoP1GXr2m0AlKlYmnrN6jJj3Mws28xp3cr3VuTg7kM37Wuleytx/GA4SYnJNy3rCpER5xwZFa+3ZMFyRn75Ls1aNCZktf0hUMXK5WnavBHjv8n8EO5bcU/NquzZ6d6HaYuIiORUvpmUpaTkLLsX2NPUP/vss5w6dQqwZzSsV68elSpV4t5776Vx48a89NJLHD161Klu/fr1+fPPP1m7di0rVqwgJCSEs2fPcvHiRWbPns2cOXP46KOPePrpp7Pdn7QMkDdavXo1r776qiPTWXBwMJUrV6ZSpUrUqlWLypUr8+ijj+b487ta8qaleNzbBM8ub5CyZRmYzJgbtif17LFrmQALBmEsWRHrqcPYLtmXSCUvn4HnE6/g1eMdUnauAYsX5roPgTWVpOXTXfmR7gqNW/YsnLmYJ5/vxIgJHzDr+19IiE+k20tdiDp7jtmTrmUyLRRYiPrN63F43xGO7DuSo7oAJpOR4FLB/LMy/bECGSlVrgSH9+WNfZ/XmzVtDs/17c53U0czYcxU4uMTeGnQc5w9E8mP12VIDAwqwgMt72ffnjD273U+5+1mTCYTpUqXYNVfIbnZfRGRfC3vPK7/d8s3k7KAgAAiIyMdEbOMnD17FpPJ5IimffDBB5w6dYqiRYvyxRdf0LhxY6e9ZVnt0TKbzbRq1YpWrVoBcOTIEf7++28mT55MVFQUn3zyCe3bt8fX1zddu5ktMczoveLi4njzzTdJSEigbt26fPrpp45si2kymjTmCfFXSJj5OZZW3TA3fRySk0g9tI2kv2dDqn2SbSxVBc8OL5C4+EdSr04uUg9tJ/H3b/Fo1BFzi86QkkTqiQMkr/nNETn6V9O4ZUtyUjL/6foGg97vT/cBXbGmWgndsINxI77n8sVry+3KVi7D8DFvM2X0T45JWXbrAvgHFMBoNBJ75ebJLgoUKkDslYwTjLizpKRkejz+Iu99NJT+rz6PNdXKhpDNjBw+iuiL15azVqpSnm8mfMpXn4+/pUlZQKGCGI1GYq7kjb2xIiIi2ZVvJmX33nsvkZGRhIZmnkL5rbfe4p9//qFHjx4MHTqUdevWAfDmm29y//33O5W/ePGiY5J3/bLAFStWsGPHDqpXr0779u0d1ytUqECFChWoVasWPXv2JDY2liNHjlCzZk0sFoujXGYTvUOHnJc/bdq0ieho+0HBX3/9NcHBwU5lDh++dlBtXlq+CGC7eJbEOV9nej91zzri9qxzvn4olNRDOUuXbbt8nrgv++S4j+5I45Y95yPOM2LQx1mWCd2wg+YlH7qlugDR56MzrJ+Rhys9kq1y7ijibBSv9H0ryzL/rNtCmcI1syzT9bHM/yydP3fhpvXzgz/n/OTqLojIv4jOKXMP+SYlftu2bQFYtWpVhmnhDx06xNatWwF7hsb4+HjHBCazyNW4ceMc965fHvnnn38yYcIEJkyYkOmSwzQFCxYEoFChQo4EINu2bXMqd+TIEbZs2eJ0/fo9bhlNuJKSkvjuu+8c39/KMk4REREREblz8s2k7JFHHqFatWokJyfz4osvEhISgtVqxWq1snnzZgYNGkRycjK1atWiRYsWBAYGUrJkSQC+/fbbdIdDHzx4kCFDhjBt2rW9EvHx8Y6vu3XrhsFgYN++fbz55puOPWk2m43Q0FDef9+eTrxWrVqUKVMGAA8PD5o0aQLAlClTWLp0KTabDavVyurVq+nTJ+OnxzVr1nQk8nj33Xc5c+YMYN9/tmHDBrp3787u3bsd5dP2nYmIiIiIiHvIN8sXLRYLY8eO5cUXX+TYsWO88MILeHt7Y7VaSUxMBKBcuXJ8++23jknOO++8wyuvvMLJkyfp3LkzXl5e2Gw2R/mSJUtSpkwZNmzYwOnTpx3vVadOHQYOHMi4ceNYuHAhCxcuxMfHh+TkZEdWxKJFizJq1Kh0fRwyZAjbtm3jypUrvPbaa3h6emKz2UhKSqJQoUK8/fbbjBgxIl2d0qVL07t3byZPnkxISAgtW7bE39+f+Ph4R1SsUaNGnD59mhMnTjgmiCIiIiIiSonvHvJNpAzsE5jff/+dIUOGcO+992IwGLDZbFSuXJmXX36ZOXPmULx4cUf51q1bM23aNFq2bElAQADJycl4enpSu3ZthgwZwvz58+nRowcAGzZsSLcX7NVXX2XSpEm0bt2aokWLkpycjMVi4Z577uGVV15h8eLFlC2b/iypqlWrMm/ePDp37kyxYsWwWq0UKVKEHj16sGDBAipVqpTh53rrrbf49NNPqV27Nj4+PsTHxxMQEEDTpk354osvmDp1Ki1btgRg+fLluTyqIiIiIiJyOwy2vJb5QdxKXk3wIHlPu6/DXd2FPOlYfKSru5DnHA6b7+ou5FnmwAqu7oKI5NCnZXvd1fd7O/zfd8xObshXkTIRERERERF3k2/2lImIiIiISHpWHR/tFhQpExERERERcSFFykRERERE8illX3QPipSJiIiIiIi4kCJlIiIiIiL5lHaUuQdFykRERERERFxIkTIRERERkXxKe8rcgyJlIiIiIiIiLqRImYiIiIhIPmU1uLoHAoqUiYiIiIiIuJQiZSIiIiIi+ZRV+RfdgiJlIiIiIiIiLqRJmYiIiIiIiAtp+aKIiIiISD6lxYvuQZEyERERERERF1KkTEREREQkn9Lh0e5BkTIREREREREXUqRMRERERCSfUkp896BImYiIiIiIiAspUiYiIiIikk8pTuYeFCkTERERERFxIUXKRERERETyKWVfdA+KlImIiIiIiLiQImUiIiIiIvmUsi+6B0XKREREREREXEiRMhERERGRfEpxMvegSZncHqv+KueY0eDqHuRJydqKfEsuJMS4ugt5zqWez7u6C3lSwRlTSD53xNXdyJPMgRVc3QURcTFNykRERERE8ik98nQP2lMmIiIiIiLiQpqUiYiIiIiIuJCWL4qIiIiI5FM2pfpwC4qUiYiIiIiIuJAiZSIiIiIi+ZQSfbgHRcpERERERERcSJEyEREREZF8yqo9ZW5BkTIREREREREXUqRMRERERCSfUpzMPShSJiIiIiIi4kKKlImIiIiI5FPaU+YeFCkTERERERFxIUXKRERERETyKZ1T5h4UKRMREREREXEhRcpERERERPIpm/aUuQVFykRERERERFxIkTIRERERkXwqr+0pW7x4MTNmzGDfvn1YrVZKlSpFhw4d6NOnD15eXjluLykpialTp7JgwQLCw8Px9PSkcuXKdOnShccff/wOfIKMaVImIiIiIiJu7/PPP2fy5MkAmM1mzGYzBw8e5JtvvmHJkiVMmzaNgICAbLeXmJhInz592LJlCwA+Pj7Ex8ezdetWtm7dytq1axk1ahQGg+GOfJ7rafmiiIiIiIi4tT/++IPJkydjMpkYPnw427ZtY/v27fz4448EBQURFhbGsGHDctTmiBEj2LJlC4GBgfz4449s376dbdu28f7772M2m1m4cCFTpky5Q58oPU3KRERERETyKdtd/nUrUlNTGTt2LAB9+/alV69eWCwWAJo1a8Z3332HwWBg1apVbNu2LVttnjhxgt9//x2AL7/8kmbNmgFgsVjo2bMnQ4YMAeD7778nNjb2lvqdE5qUiYiIiIiI21q/fj3h4eEYjUaee+45p/s1a9Z0TKrmzZuXrTZ//fVXUlNTqVq1Kk2aNHG637NnT/z9/bl06RJ///33bfU/OzQpExERERHJp6x3+XUrNm7cCEC1atUoXLhwhmXSJlYhISE5avP+++/P8L7FYqF+/foArF27Nkf9vRWalImIiIiIiNs6dOgQABUqVMi0TLly5QA4deoUcXFxN23z8OHD2W7z4MGD2ezprVP2RRERERGRfMpqc//DoyMjIwEIDg7OtEzRokUdX0dFRVG2bNlMy8bGxhITEwNAsWLFbtpmVFRUjvp7KzQpExERERGRuyJtSWBW0lLUp0lLtOHt7Z1pnevvpU24MnP9/azONku7d7P2coMmZSIiIiIi+ZT7x8kgJSUFsJ9Nlpm0bIxgz9aYlevvZ6fNm7WXGzQpExERERGRu+LGKFh2pEWskpOTMy2TlJTk+Dqridb17WW3zZu1lxs0KRMRERERyaeseSBW5uvrC0BCQkKmZeLj4x1f+/n5Zau9m7WZdu9m7eWGf232xWHDhlG1alVeeOGFXGkvOjqaSZMm5Upb7mDMmDFUrVqVdu3auborIiIiIiKZSkvGkZbwIyMREREAGAwGAgMDs2zP09OTQoUKZbvN65OI3CmKlGXDunXrGDJkCAEBAbz44ouu7k6+YigYiPnBbpjKVAUg9fAOklb+AvFXsqzn+cxwTCWcU5ymHNhM0rzxGb9XUCm8nvuAlA0LSV43//Y770KGgoGYW3bFVPrquB3ZSdKqbIxbr/cwFc9o3LaQ9EcW4/bM+6T8s4jk9Xlr3AIKF2TQey/RpFUjPL082bo+lG/+O47Tx8/kWt0KVcsx6N2XuK9xbRLiE9i0egsTvviRsycjMm37uVd70qlHR55s3P22P+PdEhhYmI8+Hkbbhx/Ey9uTNWv+YdibH3Hs2Imb1q1XvzbvDR9Mo0Z1MZvN7Ny5l88/G8Ofy/6+pXJ5lTG4GL79BmGufR8ASRs3EDtxHLZLl7Ldhql8BQLGTCR+1nTipk+9Qz3Nmz747BvCT55i6tgvXN0VEbdiywORskqVKrFs2TKOHTuWaZnw8HAASpYsmWVCkOvb3Lx5c7barFixYo76eyv+tZOyoKAgypcvT/HixW+7rW3btnHx4kUCAgJyoWeSbV6+eHZ/C4wmkjcuAaMRc8P2eAWVJuHnEWDNfNOlsUhxUsK2knpga7rrtsvnMq5gMOLZ4UUMpn/BXwkvXzy7vgkmD5I3LQGjCXODdngFlSJh2kc3GbcSpBzcRmpY+vXetkvnM65gMOLZ/oU8OW5mi5n/m/45ZSqUYubE2cTGxNGjX2e+m/sNz7R5kcsXL9923bIVSzNh3hiMJhO//jiHy9GXefKZTvzwxzj6dXqZMyfOOrXdqEUDXhj8HOciMhlzN2SxWJg7bwqVKpVn7JgfuXw5hldfe5Flf/3C/Y06cOFCdKZ1K1Uqz5KlMzl37gJffjGOxIREej3bmd/m/EjPHgNY8MefOSqXVxn8C1Dwi6/BbCb+1/+ByYT3093wKF+B6Ff7w9VN7lkymvAf8jaGu7D3Ia+Zs2AZcxYspX6dmq7uiojcgoYNGzJu3Dj27t3L5cuXKVCggFOZ9evXO8pmt83Nmzfzzz//ZHg/KSnJsf8tu23ejrz3k1Q2DRkyhCFDhri6G3IbzA3aYvAvRMLk4djO26MP1tNH8Or2BqaaTUndsSbDeoaCgRg8vUk9uJ3UvRuy9V4e9z+CIbBErvXdlcz1r47blPexXbg6bmeO4NVlKKYaTUndmcW4WbyujlvG/0DdyKPxIxiK5M1xa//0w1SvXZVXuw1l81r75H3Din+YvmIy3ft1ZsLnP9523ZeH98fHz4cBT7zGzi27AVgy+09mrfmJl4f3591+/03XbqeeHXn9o1cwW/LWD9U9ej5J3bq1eLTjM6xaGQLAn8tWsXHzUl559UU+/O+oTOt+NPItUlJSeLDlE0SctZ8DM3nyTDZuXspHI4c5JlvZLZdXeT/VBWNQENEv9SH1hP3JbMr+fRT87P/wbNOOxCULb95Gt56Yypa7wz3NW1JTU5n40yzGT57h6q6IuC2rqzuQDQ0aNCAoKIioqCgmT57Mf/7zn3T3d+/eTUiI/f+fbt26ZavNDh06MG7cOHbv3s369etp0qRJuvszZszgypUrFCpU6K5s9/nX7imTvM9UvRHW4/sdEzIAa/herOfP4FGtUab1DIElAdLVy4ohsBTm+x8lef2C2+uwmzBVb4j1xAHHhAyuH7fMn/QYilwdtwvZHbeSmBt3JHlD3hy3Np1acfLoKcekCiD88Am2hGyj9WMP3nZdD7MHDZvXZ9OarY4JGUD0hUss+nUZzds2w6/AtY3GX//vC4Z9MYRt60PZvzMstz7mXfH00x05fPiYY0IGEBZ2hL//Xs9TT3fMsm6Tpg1ZsXytY6IFkJCQyJLFK6hUqTyBgYVzVC6v8mzRiuSdoY4JGUDy9q2knAjHs0Wrm9Y3lauAT/dniPvfz3eym3lKYmISnfu8wrgfp/No21YEBxVxdZdE5BaZTCbHRGzChAlMnDiRxMREADZs2MCAAQOw2Wy0bNmS2rVrO+pFRETQrl072rVrx/Tp09O1WalSJTp16gTA4MGDWb58OTabjeTkZP73v/8xevRoAPr27Zut5ZC3K1ciZXPnzuXtt9/m/vvv58MPP+S9995jx44d+Pj40KxZM0aNsj8ljYyMZPLkyaxevZrTp09jMpkoV64cbdq04Zlnnsk0s0lsbCwzZ85kwYIFHD9+HIvFQp06dRy/AV27dqVkyZKsXLnSUWfYsGH8/vvvNGvWjB9/TP/Ee/369cyYMYPQ0FCio6Px8/OjYsWKPPzww3Tr1s2RJvPkyZM89NBDjnpHjx6lalX7Hp0VK1ZQqlQpx72cfraNGzfy7LPPUqZMGWbNmsX7779PSEgIFouFGjVq8MMPP+DhYf/tuXz5Mj/99BN//fUXJ06cwGazUapUKVq2bEnv3r0z3cwYFxfHL7/8wvz58wkPD8fLy4smTZrw2muvZev31aU8fTAWKkryAee0qdaIcEwVa2Va1Xh1UmY9f9p+wWyB5KSMCxuMWDr0wRq+l9Q966H5k7fddZfy9MEYcKvjZo94ZXvc2r9gH7e9G+CBvDduVWtWYePqzU7XD+w+SOMHG+Jf0I8rlzI+LDI7db28vbB4Wjiy/4hTuZPHTuHhYaJitQrs2LQLgOKli/HF21/x+89/MG72VxQs5Lw0w13dV6cmK5Y7R2BDQ3fTpk0LAgIKEB2d8XLQ5s0ew2Zz3s9QpIh9kpV2Nkx2y+VFBj8/TCVKkhiy2uleyqGDWBo2zroBowm/IW+RvH0riSv/wre39j4DJCYlERsbx6gRb9PuoeY8/NRzru6SiFvKC9kXAZ566ilCQ0OZPXs2o0eP5ttvv8VsNhMXFwdAlSpVHHOONMnJyRw9ehSAixcvOrX53nvvcejQIfbs2cOgQYPw9vYmNTXVkQq/U6dOuZY08GZydfnipUuX6N27N6dPn8bX15eLFy86Mpts2LCBl19+2XEito+PD6mpqezZs4c9e/Ywe/ZsJk6cSKVKldK1GRUVRZ8+fQgLsz859vLyIjExkVWrVrF69Wq6d8/ZRvhp06YxcuRIx/f+/v7ExMSwdetWtm7dyvz585k2bRp+fn6YTCYCAwOJi4sjLi4Ok8nk+Dwmk8nRxq1+NrCvV+3bty979uzBx8eHK1eu4O3t7ZiQ7d+/n759+zoyw3h6emIymTh48CAHDx5k9uzZjBs3zul09AsXLvDiiy+yZ88ex7jFx8ezcOFCVq1adVfWxt4Og799nG0xzn+BbDHRGDx9wOINSfFO942BJbElxmNp1R1TtQYYPL2xXowkee0cUvdtSlfWo3EHjIWDSfh9DBjyfuD42rg57+GxxV7K3rg92A1TtYYYLF5YoyNJXjuX1P03jFujDhgLFbWPmzHvjZu3jxf+Bf2IOuu8xzBtL1dwyeAMJ2XZrXv2pH2/mI+fj1O5tAlXkaLXojs9W/UhJTkb+4bcjK+vDwEBBTh92nl/XMQZe1SrVOmSmU7KwsNPOl0rWjSQRx97mAP7D3Hx4qUclcuLjEWCALCec/4zZbtwHqOvHwYfX2xxsRnW9+7aHVPJUkR/+B5c939Tfufn68OiWT/i4aExEfk3MBgMjBw5kiZNmjBz5kz27dtHQkIC5cqVo127dvTt2zfHqesLFCjArFmzmDp1KgsXLuT48eOYTCZq1apF586d6dy58x36NM5ydVK2d+9eAgICmDlzJnXr1uXkyZOYTCaOHj3KwIEDiYuLo0uXLvTr14/SpUtjs9nYtm0bn3zyCbt37+all15i/vz56QZ06NChhIWFUaRIEUaOHEnLli0BWL16NcOHD2fGjOyvE4+MjOTzzz8H7KHIl156CX9/f1JSUli0aBHvvfcee/fu5aeffmLQoEEUL16cdevWMWbMGMaOHUuZMmVYunRpujZv57MBnD17lgsXLjBu3Dhat27NhQsXiI62/0B94cIFx4Ts4Ycf5pVXXqFSpUoYjUb279/Pl19+SUhICAMHDmT+/Pnpkpq888477Nmzh4IFC/LJJ5/QqpV9+cuaNWt49913WbVqVfZ/Y13AYLFHK20ZRWpSkq+W8cSWyeTC4OkNXt4kLZoEXj6Y67XB87EBJBpNpO6x7zMzBJbA3OQxkpZPx3blIoYCeX9py7VxS3S+mWIfS4P5JuPm6UPS4kng6YO5Xms8H+1vH7er+/MMRUpgvv9RklbMwBaTN8ctbaKUEO98Nklign3svH28nO7lpG7M5VjCDx3n/qvZGdPuATzwcFMALJ4Wx7W8OCED8PO3L8GMz2A84q+e7+Lrk/1lHyaTiYk/jMbPz5dRo7677XJ5gcHH/mfKlug8hrary3MMXl4ZTspMZcvh0+M5YsZ/g/VcFMbgYne2s3mI0WjMi8+MROQmOnToQIcOHbJVtlSpUhw4cCDLMhaLhX79+tGvX7/c6N4ty/V/rvr370/dunUB+0AUL16cr776iri4OPr06cNHH31E6dKlAfuMt169ekydOpXg4GBOnjzJrFmzHG2tWbOGf/75B5PJxPfff0+rVq2u/iNr5MEHH2TSpEk5OmF769atJCcnU6BAAYYOHYq/vz8AHh4edOrUiWeeeQYvLy8OHz6c7TZv9bNdr2vXrrRu3RqAwoULU6GCPSX5Dz/8QGRkJG3btmXMmDFUqVIF49X/YapVq8aECROoXr06ly5dYuLEiY72QkNDHZOub775htatWzvGrWXLlkycODFdpM8tGQxXv8g8pG6zZbw1NWXH3yT9OY2keeNJPbiN1F0hJEwfifViJJaWXe1tGwz25XcnD2aaMCRPcoxb5myZbOlN2bGapOXTSfrj6rjtDiFhxsdYoyOxtOxy3bj1wXrqYKYJQ/KCtL9HZLAcLo3VmvE45aTuz2P/R3CJonwxZSTValWhXOWyvDPqDUqVtS8VTU3Ju0vu0qSNR0ZLC9NkNpYZtTXxh1G0btOcX3+Zz8z/zb2tcnlG2t/bLMYww/E1GvEbMozkPbuylQhERCQjtrv8SzKW65OyGzOXxMbGsmLFCoBMQ4D+/v6OGW9aWYAlS5YA8MADD1CrlvNemGrVquUoG0ra6d1Xrlxh+fLlTvcHDx5MaGgo//d//5et9m7ns13vxjFLs2DBgizb9vDw4KmnnnJqO+2z3XPPPdx///1O9e69916aN2+eYZvuwpZkf2Js8LA43/S4OhFPyvgE9pTQv0nZvvKGi8mk7lmPwa8ghiIl8WjYHmPR0iSv/g28/ewvr6tJF8wW+/fcfILjbq6NWwYPK9LGMrNx25HZuG3A4FsQQ5ESeDRojzGoNMlr8s64eXpZKBxUKN0rNibu6j3PDMrbr8XFOEcTgRzVXTx7GeM+nkDthrWYsmQCM/+eStlKZRj78QQALkdnfW6cu/Hy8qRocGC6V8yV2Kv3nCOL3levxcRkvOzuehaLhWnTx9K12+P8+effvNTvjdsql5fY4u1/pgyezn+m0q7Zru6ZuJ49ZX5F4iZPxFCgoP3lZ3/YiKcXhgIFs/WgRkREXC/XU+KXK1cu3fd79uwh5er5Kr169cKQyX8Q8fH2H2KOHLm2KX7btm0ATvulrte4cWPH5OVmGjduTIkSJTh9+jSDBg2iatWqtGjRgqZNm1KvXr0cRd3g9j7b9cqWLet07dSpU0RF2fdjDB061LHH7EZpGxEjIiKIiYnBz8+PnTt3AnDfffdl2vcGDRq49RJG22X73hyDb0Gnewa/AGwJsZknociszTj7nhaDxRNThZoYPMx4Pfe+Uzlzow6YG3Ug/ruhjn7kFdfGzflMvdsfNy9M5WvYx+2ZDMatYXvMDdsTP+ENtxq3hx57kOFfDUt3bdLoqVyOvkKRos5LL4OC7dfORWR8pl1cTFyO6k4fP4t50xdQoWp5Lp6P5sSRkzzW4xEATh0/fWsfykWeerojEyam30T9ycdfc/HiJYoVC3IqX6x4UQDOnMn8oGwAHx9vZv0ykVYPNWPx4hX06jGQ5OTkWy6X11iv7hk2Fnb+M2UsHIj1yhXIYGmjpX5DDBYLAWMmON3z6dIdny7dufBsV6wRzvv9RETS5IWU+PlBrk7KzGYznjc86Tt33cbl8+dv/oPapUvXNmunJbcICnL+zz5NcHBwtvtnsViYOHEir7/+OmFhYRw4cIADBw4wceJEfH19admyJT169MhyEni92/ls18toU+L17aXtMbuZy5cv4+fn56hbpEjme31yMmuP/iAAACAASURBVG4ukRiPNToSYzHnCasxuCzWs8cyrGbwC8Cz61BS9m0iZf0f6e8Vtu+5s16KImnlLAxevunv+xbA89GXSNm9jpTd67HF5sHEAYnxWKOjMAZnMG5Fy2Q9bp2HkLJ/Eyk3pLhPN25//+I8bj4F8OzYj5Q960nZ437jtvHvzbzaLf2ZhafCz3Bf41pUrVnZqXyVGpU5cfRkppkXAcL2HMxW3aat7Vnz1i3/h52br6XFv69xLc5HXuDk0VO39JlcZfnyNXR8pFe6a8eOHqdp04bcd18Np/K177uXQ4eOZprkA+x7w2bM/I5WDzVj7pxF9Hn+P46HXbdSLi+yxcaQeuY0HpWqON0zVapEysGM90PETByP8eoy/DTGgEL4DxtOwvJlJC5fhvXChTvSZxERyV25OinLKFKUtpfAaDSyd+/eTKNJGUn7DzervQpZ3ctI5cqVmT9/Phs3bmT58uWsXbuW8PBwYmNjWbRoEYsWLeKVV17h5Zdfvmlbt/PZrmfMYCfy9emdV65cScmSJbPdXnb64fZ7yoDUA1vxqN8GQ+Fi2C7Yn/Qay96DsUhxEjctybCOLSYaPL3xqN2ClC1/OpbqGfwL41GzGanh+yD2MrbYy06rmtMSVtiio7CG771jn+tOSw3bgke9TMZt89IM6zjGrVYLUrb+dd24FcKjRtM8PW7nIy9wPtL5B9O/F61l6Cev0eCBumxea4/Kl61YmvrN6jJt3P+ybDO7dds/3Za6Te7j6ft7EBdrj5hXqVGZVo+05Ocxee8w24izUenOCUszf/5S/u+rEbR8sCl/r1oHQJUqFWjZsgn/N/r7LNt8+51XadOmBfPnLaH3c69muv8su+XyqsSQ1Xg/0RlT6TKknjgOgLlOPTxKl+XK7Iz3I6ceCuPGXYlpiT6sZ06TvH2rcyURkRvk9GdpuTNyffnijdJSyFutViIiIihWLPuZoQIDAzl9+rRjGV9GzmWQQvhmjP/P3n2HNXmufwD/JhA2MgQFRMWNiyG46t64rdZVqYuKA23VTlc97Wkd7U8tqHUr1lln1eOqWieKgqCIgnuAyJYNCYT8/ohEacLQCknI93Mursvmfd439/scRu73foZQiPbt2yvmW8XFxeH8+fMIDAzEkydPsHr1agwePFixaEdJ/s29laXo2gDw4sWLt0rKbGxscP/+fUWlUZVULXh6mn/1OPRbfADDUV+jIOQEoCeCqG0/SF88fr2CooUthLUaovD5A8jS5d8n+ae2w3DoZzDynoeCmxcAAyOIWvUACqWQnNqmzluqFPnXTkC/+QcwHPEVCkJPyvutTV9I45+8XkHRwhbCWg1Q+Pzh6347vQOGH86A0cdzURDxj347vb20t9RKh3cdxUcThuCndd9jx9rdEOeK8fHkEUiKT8bujfsV7axsrNCmswceRD3Cw6hHb3XuznV70MWrIwJ2L8PRvSdgYVUNoycNx9MHT7F7w95Kv+eKErjlD0yePBbbd/wG/1/XIycnF5/PnIS4uASsXrVZ0a5GDRt0694RkZHRuB0ZDSsrC3z2+SRIJBKcO3cZw0cMUrr2kcMnYWhoUK52OTmq5wFqg9y9u2DUsw+qLVmO3P17IDAwgPHwUci/Fw3x36cAAEI7e4iatUD+nUgUxpdvk3ciItIOFZ6UNW/eHAKBADKZDJcuXcJHH32kst2cOXMQERGBtm3b4rvv5PNVXFxcEBcXp5hbpkpoqPImuSW5evUqrl69Cltb22L7mzk4OGD06NHo2rUrunbtisLCQty+fbvMpOzf3FtZ6tSpg2rVqiEjIwNBQUElDqn09/fHsWPH0KRJE/j7+0MgEMDV1RVXrlxBSIjy5rZFwsPDyxWHWuVmIm/nEhh0Hw1Rxw+BfAmk98MgObsHkMqrqMLajWHY/1OIj26E9FVyIb0fDvH+AOi37w9R1+FAgQTSZ9HIP79PUTmq0nIzkbdrKQy6j4KowxB5vz0Ig+Tc3tf95tgYhv18ID626XW/PQiH+GAA9NsOgKjLq36LuYv8C1Wz3/Il+Zgx8gvM+G4qvKeOQqG0EGFXbiDghzXIePl6uJ1Tozr4z8p52LgsUJGUlffcO+FRmP3Jt5j01QRMnz8FmemZOHnwNDYu36qonFUFEokE/fuPweLF8zBzli+k0kJcuhiMOd/+hNTU18OvmzRpgE2bV2DRT7/idmQ0PDxdYfJqufwVv/5X5bWbOXdE4yYNytXu2TPtGg76Jll6OtK//Aymk6fDdOwEyMRiSC5fQvbGNcCreXOilq4w/3IOMv9vMcRMyojoPdGWzaOrugpPyiwtLdGhQwdcunQJa9euhZeXl9IcqqioKBw+fBgFBQUYPHiw4vVBgwbhxIkTuHjxIqKjo+Hs7FzsvJiYGBw7dqzcsVy9ehWrV6+Gra0tBg0apFiNscibw/4sLF4vMFE0vPCfw2X+zb2VRSgUom/fvvjjjz+wY8cOjBgxotg+ZIC8grZ9+3ZkZGSgXbt2ivj79euHdevW4dGjRzh+/Dj69u1b7LynT5/ir7/+Kncs6iRLjYd434oSj0sjg5ATGaT8+oNwSB+8XeIpy0hBztIJbx2jJpK9jId4/68lHpfeDkLObVX9dgPSBzfe7r0yUpDzy8S3jlETJCekYKHfj6W2Cb9yE+1rdXuncwEg5OJ1hFx8u2FkfsNnvVV7TRD/IhETxn9eapuLF6/CzKSe4r9Pn7pQ7L9L8uzZ83K103bS2BhkLPimxOPiUycgPqV6CHKRwoR4JPfp8r5DqxL+2r9V3SEQEZWoUrZVnD17NkQiEWJiYvDJJ5/g5s2bAOTzps6dOwdfX18UFBTAwcEBI0aMUJzXvXt3uLu7o6CgAJMmTcL58+chk8kgk8kQHByM8ePHK1Y2LI+hQ4fCwMAASUlJmDFjBh48eKAYR3v//n3MmiX/IGRnZwcPDw/FeUUJWmJiIuLji1cM3vXeymPKlCmwsLBAeno6vL29cenSJRQWFkImkyE0NBQ+Pj7IyMhAtWrVMHHi6w/FTZo0USyj/+2332Lfvn2KFcpCQkIwceJEiMUqNhcmIiIiIp1SWMlfpFqFV8oA+TC/FStW4KuvvsKdO3cwYsQImJiYID8/X5EsWFpaYt26dbC0fL2Ut0AgwK+//gpvb2/ExMTA19cXxsbGEAgEyMnJgUgkQseOHXHp0qVyLWfv6OiI7777DgsWLEBQUBD69++v2FsnL0++sIGZmRn8/f1hYPB6fyw3NzcIBALk5uaiW7duMDExwZYtW+Di4vLO91YeDg4OWLNmDfz8/BAbGwsfHx+leI2MjBAQEKC0rP6cOXOQkJCA8+fPY968efj+++8hEomQnZ0NkUiEUaNGlbiZNRERERERVZ5KqZQBQK9evXDs2DGMHTsWDRo0gEwmg0AgQL169TBhwgQcOXIEjRsrLwdsZ2eHP//8E1OmTEH9+vVRWFgIkUiEnj17Yt++fWjXTr7k9D+HIpZk+PDh+OOPPzBgwAA4ODhAKpVCKBSiYcOGmDhxIk6cOKG0v1eLFi2waNEi1KtXD3p6ejAwMEBCwut9d9713srDw8MDx44dw9SpU+Hs7AyhUAipVApHR0eMHDkShw4dUrlBtImJCdasWYNFixbBzc0NBgYGEAqF6Ny5M3bt2oU2bdq8UzxEREREVHXIKvl/pJpApuXrYC5duhSbN29Gr169sGrVKnWHo3OqyhysSiV8t60TdF2PXx+rOwStdOvlE3WHoHWedKqj7hC0ksWOLeoOQWuJbOqrOwTSYQPq9K/U9/vfs6OV+n7aotIqZe8iICAAnTp1wty5c1UeF4vFOH5cvl/VP6tbRERERERUukLIKvWLVNPopKx169ZITEzEgQMHsGrVKqSlyZdWlslkuHPnDj799FO8ePECNjY2GDp0qJqjJSIiIiIienuVstDHu2rfvj2GDRuG/fv3Y+XKlVi5ciXMzc2Rl5enWESjevXq8Pf3h7W1tZqjJSIiIiLSLlo+k6nK0OikDAAWLVqEgQMHYteuXbh79y7i4+NhYmICBwcH9OzZE6NGjYKNjY26wyQiIiIiInonGp+UAfKKmaoVBomIiIiI6N1x7zDNoNFzyoiIiIiIiKo6JmVERERERERqpBXDF4mIiIiI6P3jhs6agZUyIiIiIiIiNWKljIiIiIhIR3FDZ83AShkREREREZEasVJGRERERKSjuHm0ZmCljIiIiIiISI1YKSMiIiIi0lGcU6YZWCkjIiIiIiJSI1bKiIiIiIh0FPcp0wyslBEREREREakRK2VERERERDqqkKsvagRWyoiIiIiIiNSIlTIiIiIiIh3FOplmYKWMiIiIiIhIjVgpIyIiIiLSUdynTDOwUkZERERERKRGTMqIiIiIiIjUiMMXiYiIiIh0FIcvagZWyoiIiIiIiNSIlTIiIiIiIh0l4+bRGoGVMiIiIiIiIjVipYz+FUGDBuoOQfsI+SzkXUhlD9UdglbKLyxQdwhax/TrMeoOgXRMfvIjdYegdUQ29dUdQpXBOWWagZ8OiYiIiIiI1IiVMiIiIiIiHSVjpUwjsFJGRERERESkRqyUERERERHpKK6+qBlYKSMiIiIiIlIjVsqIiIiIiHQUV1/UDKyUERERERERqRErZUREREREOopzyjQDK2VERERERERqxEoZEREREZGO4pwyzcBKGRERERERkRoxKSMiIiIiIlIjDl8kIiIiItJRMg5f1AislBEREREREakRK2VERERERDqqkEviawRWyoiIiIiIiNSIlTIiIiIiIh3FOWWagZUyIiIiIiIiNWKljIiIiIhIR3FOmWZgpYyIiIiIiEiNWCkjIiIiItJRnFOmGVgpIyIiIiIiUiNWyoiIiIiIdBTnlGkGVsqIiIiIiIjUiJUyIiIiIiIdxTllmoGVMiIiIiIiIjVipYyIiIiISEdxTplmYKWMiIiIiIhIjZiUERERERERqRGHL+qwvLw8bNq0CX5+fuoOpUTPUzOx7Ph1hD5OAAB0buKI2f08YG1qVOp5qdl5WPlXOM5HxUJcIIWzgzU+7+0Olzq2xdpde/gCv525iXsvXsLUUIReLetiek83mBiKKuyeKsPz1EwsOxaK0EfxAIDOzo6Y3a81rM3K6LesPKz8Kwzno2Igzn/Vb14eqvvt1A3ce5EKUyMRerVwwvTe7lrfbyWxtLbAjAVT8UH3tjA0MsT1y+FYsXAV4p69eKvrTPjMG4PHDMCQtqMqKFL1sbGxxqJF8+DVpxuMjY1w/vwVfPX193j8+FmZ53p6umHhd1+gXTsPiEQi3Lx5G4sX++PEybPF2rm6Nsein+bCw8MFBQVSHDt+BvPnL0ZiYnJF3VaFeZ6cjmX7zyH0fiwAoHOL+pg9rAuszU1KPS81MwcrD1/C+YiHEOcXwLl2DXw+pBNc6jnIr5uSjv4LNpZ6jQ0zR6B149rv50YqUWxcPH5ZuQEh4REAgC4d2uKr6Z/C2sqy1PPCbkbCf91W3I6+j2rmZujeuT38fLxhZWlRrN2oTz9HZNQ9pfN7de2AFT/Nf383omUWLvHH09jnCFz1s7pDoQrChT40g0Am40BSXRQVFQU/Pz8kJSXh1q1b73yd3H0/vseoikvLEWP06qMokBbi4w+cUSCVYeul23CwNMOOqX0h0tdTeV62OB/ea44hKSMXYzo0RTVjA+wOvoukjBxsn9oXDWtaAQBCHsVj8ubTaOpgjYGtGiAhPRs7L0ejaS1rbP60D4RCQcXcmLBiC9Rp2XkYvep/8n7r0BQFhTJsvRAJBysz7JjWv/R+W30USRk5GNOxmbzfrkTL+21afzS0e9VvD19g8qZTaFrLGgNbNZT3W1AUmtaqjs2+XhXWb12mn6yQ65ZFZCDCxkOrULt+bexavwfZmTn4ePIIyGQyePfyQfrLjHJdp12X1li2dTGSEpIrNSm7mfqowt/DwMAA584eRKNG9eAfsAGZGVn4/HNfyGQytG7TG6mpaSWe26hhPVy7dhJJySlYt+53iPPEGDt2BFq2bIqRoybj8OETAADnJg1x+fJRxMXFY+3arTCvZo7PP/sUycmpaNuuL7Kzc97b/aQdXfDerqXy+lm5GL1kOwqkUnzcrRUKpIXYejoUDtWrYcfXY0r+Gc2TwHvpDiSlZ2FMdw9UMzHC7vPhSErLwvZvxqChgw1yxfn4+8Z9pXPz8guwdM/fsDY3wZ55Y1HNpPQHNO9C37Xne79mkbT0DIyYOAP5+QXwHjEYBVIpAnfuh4NdTeze+CtEItUPhK6FRWDy7HkwNzPDmI8GQSgUYtueP2FRzRzb1y6DRTVzAIBMJkPbXsPQrrUbenXtWOwaDjVrwMOtRYXdmybbf+QkFi75FZ7uLTUuKRPZ1Fd3CFVGfRv3Sn2/R8nhlfp+2oKVMh0VFRWF58+fw8DAQN2hlGjbpTtIzMjB3hkDUb+G/Ilmy9o2mLLlNA6HP8Kw1o1Unrf5fCSeJGdgo09veNSrCQDo09IJA5YdROCFO/hxeAcAwPLj12FnaYJNk3rDSCT/UbCzMMXiI9dw+X4cOjapVQl3+f4p+u3zQahfQ/4EuWVtG0zZdAqHwx5iWJvGKs/bfO4WniSnY+OkPvCoZwcA6ONSDwN+2Y/AC5H4cUQnAMDyY6GwszTFJl+v4v12+Cou33+Ojk0cK+EuK0+/j/qgqaszpo/6AtcuhAIAgv4Oxq4zW/Cx7wisWVp6VQIAhowZiC9//Awig6pZSfT2HgYPDxf06/8xzpy5CAA4ceJvXL9+Cp9/7ouFC0v+MPfTT3NRUFCAzp0HIz4+EQCwcdNOhF0/hcWL5iqSsv/85ysUFBSge49hispYeFgEDh36HWM+Hob1G7ZV8F2+P9vOXEdiWib2zhuH+vbVAQAt69ljSsA+HA6+jWEdXVSet/nkNTxJTMXGmSPh0Uj+c9bHowkGfLcRgX+F4MfxfWFsKEL/ts2Uzv1571kUSAuxaEK/CknIKtrW3QeQkJSMA7+vQQOnOgAAl2bOmDRzLg4dP42PBvVVed7iFWugJ9TD9rXLUMdRXk3s0eUDDB07Det/342vpk8CADx/kYCc3Fx079geA/t0r5yb0mBSqRTrt+7Gb5t3qDsUqgQyWaG6QyBwThlpsJO3nsCzXk1FQgYA7Rraw8mmGk5GPFF5jkwmw5HwR+jUuJYiIQMAG3NjzPLygLtTDQCAOF8KK1MjDPVspEgsACjOuZ/wsgLuqHKcjHgMz3p2ioQMANo1dICTbTWcjHis8hyZTIYjYQ/RqYmjIiEDXvVbX0+4O8n7RdFvrf/Rb/Vf9Vu89vZbSXoP7o6Yx7GKhAwAnj54hpBL19FrcNkf3gJ2/R/m/vIlrl8OR1TE3YoMVW1GDB+Ehw+fKBIyALh77yHOng3CiOGDSj23Y8e2OHXqvCIhA+RDq48ePY2GDevBxsYaACDJz8fOnQeKDVW8cDEYANCyZdP3eTsV7uT1aHg2qq1IyACgnXNdONW0wsnrqr9HZDIZjly9jU7N6ysSMgCwsTDFrKFd4N6w5IdI958nYfe5cAxq1xytGmrnQ5Pjp8+jtbuLIiEDgPat3VGvjiOOnz6v8pznLxJw/9ETDPTqrkjIAKB+3dro2qEtDh8/rXjtweOn8mNO2jes830TiyUYPnEGVm/ajoF9uqOmbfWyTyKif42VMtJIGblixKZmoWfzukrHnB2scenuc5Xnxb3MQmJGDsZ3kj8plslkyJUUwMRQhJHtmijaGYr08Nv4Hkrn332RCkBe+dFGin5r4aR0zNmhOi5Fx6o8T9FvneVDdIr1W3tnRTtDkR5+m9hL6fy7cfJkTFv7rTTOLo0RfD5E6fXoW/fRvltbmFuYITM9q8TzHRztsPTb5dj/+yGs2fcrLKyqVWS4auHu3hKnTl1Qej38RiR69+4KS0sLpKWlqzz3gw79oWoUfXUb+XBZqVT+BHfs2OlKbVxdmwMAnsWo/n2giTJy8hCbnI6e7soVa+faNXEpUvVw07iUDCSmZWF8r9YAXv2MivNhYmSAkV3cSn3PVYcvwdBAH36DOvz7G1CD9IxMxMbFo3e3jkrHmjZpiAuXr6k8LyFJnsA3qu+kdKyOoz1Onw/Ci4Qk2Ne0xcN/JGU5uXkwMda+iuL7IJZIkJ2dg//7YQ68enRG72Hj1B0SVbBCzinTCEzKNExubi4OHDiAI0eO4PHjx8jJyYGDgwO6dOkCX19f2NjYKNpevXoVY8eORZ06dXDq1CmcOHECO3bsQHR0NCQSCerVq4dBgwbB29u72DDFJk1eJycSiUTx37///jvatm1beTdbisQM+fyQGtWMlY7ZmhsjS5yPzDwJzI2KD798mpIJALA2M8Ly49dxIOQ+ssT5qG1tji/7eaBLU9VPQeNeZiHkcQKWHwtFw5qW6N6sjsp2mi4xvajflBcLKLXfkuXzoqzNjLD8WCgOXLv3ut8GtC693x7FY/nRV/2mIonWZsYmxjC3MEfSC+WFJFISUwAAdrVqlpqUjeo+HgX5BRUWo7qZmprA0tICcXHxSsfiX8gX6Kld26HEpOzJkxil12rUsMHgQV6Ijr6Ply+V56PZ2dVAu3YeWLp0AZ4/j0dg4O5/eReVJzFN/r1Sw9JM6ZithSmy8iTIzBXD3Niw2LGnifIHH9bmJlh+4DwOXIpAVp4EtW0t8eWwruji0kDl+92LTcL5W48wtocHbC2U31MbJCbLf9Zq2NooHbOtbo2s7BxkZmXD3Kz4QyETI3lSlZ2Tq3ReWrr8b0Vyairsa9ri/qOnMDUxxs8BG3DizAXk5ObC0cEOn00eh349u77nO9JsZqYmOLp7E/RLmNtIRBWDSZkGiYmJwbRp03Dvnnz1J5FIBJFIhCdPnuDJkyc4duwY/vjjD9SqpTxMZfHixQgMDAQAmJqaQiwWIyoqClFRUbh06RI2bdoEgUC+AIONjQ3y8vKQlZWl+O+i99MU2WL5h9g3h8gVMRTJ/1DkSgqUkovMPAkAYPXpmxAJhfhqQGvoCQTYevE2Zu04j9/G90C7hvbFzknPEaPf/x189X56+GZAa8V7aJtscT4AwMhAOf7S+01+3upT4RDpCfHVwDav+23bWfw2sSfaNXQodk56jhj9ft4vfz+RPr4Z1FZr+60kJmbyhwJ5uXlKx8R5YgCAURnzc6pyQgYA5ubyD/o5ucoffHPz5P1malr6ioJv0tPTw+ZNv8LMzBQ//7JaZZtbEedQrZo5CgoKMGHiTCQlpbxD5OqR/ep3lJGBqt9t8tdyxflKSVlmrvz7bfWRIPnP6PBu0BMKsfVUCGatO4TfZgxDO2flhyJ7L96EnlCAUV1bve9bqTRFSZWRoaHSMUND+e+y3Nw8paSsQb06MDM1walzQfj0kxGKv4FisQRB164DACSvfmc+fPwU2Tm5yMzKwqIFXyAzKxvb9xzC1wuXoqBAikFeyiMrqiqhUFjR61GRhuGaf5qBP3YaQiqVYtasWbh37x5sbW2xevVq3LhxA+Hh4di9ezfq1KmDpKQkTJ+uPIQnNjYWgYGBGDJkCM6ePYuwsDAEBwdj6NChAICgoCCcOnVK0T4oKAjz5s0DIF81LSgoCEFBQWjVSnP+aBftLi8oZSE/oYqD+QXyoU5ZuRIETu6Dwa0aYIB7fWya1AfmRiIE/KW84o9AACwd2Qk/ftQB9WtYYsqW0zgV+fT93EglK3z1e1WAkjtOdb9JAQBZeRIETumLwR4NMaBVA2zy9YK5kQECToQpnSMQAEtHd8aPwzuifg0LTNn0F07devJe7kNTCF99MintD5asULf/mJWnjwoLyzeJXCgUYtOmFejVqwt2//EnduzYr9RGT08Pn8+cjzHe03D2bBC2/b4Kn8349N2CVwPF77Z3/RnNFSPwy9EY3L4FBrRthk2zR8LcxBABf15UOidPko+j1+6gS8sGcKiuvcNmi75/BKX8QVC16qtIJMLYUUNx5+59fPP9z7j38DGi7z3ErPk/IffVgxa9V9Wgjwb1xbzZ07Dip/no2aUDPuzfGzvWL4ejgx2Wrd4EqVRaAXdGRPQakzINcfz4cdy6dQv6+vrYuHEjevbsCX19+VNTd3d3rFy5EgBw584dREREFDu3sLAQvXr1wtKlS+HgIK9mWFpa4ocffkCNGvKFLS5dulSJd/Pvmb7a70qcr/yHsOg1U0PlJ83Gr54+d29eB9XeeNJczdgAXZrWRlRcCnJePRl9fcwQfVycMMC9PjZP6g17S1MsOxYKbVTUJ2IV1Zny9Vtd5X5r5lhKv9XDgFYNsHmyl7zfjmpnvwGAoZEBqttaF/vKyZIPBzU0VvGE3kj+WlEbXWBkZISaNW2LfWVmyivuxkbKFcOi1zIzs8u8toGBAXbuWIPRoz7EyZNn8emns1W2k0ql2LnzAPbtO4IBA71x+UoIFi78EmZm2jGf0fRVZUf1z6j8NVMj5VVxjV+t3NndrVGx1ROrmRihS8sGiIpJQM6rKlyRkHsxyBHno1cr1SuuagtTE3mlVSwWKx0Ti+X3bGKiuho7ZfxofDJiCE6cuYChY6fhownTIRQI4OM9HABgYS5fEn/kh/0xetjAYucaGRpioFcPpKS+xMMnZe+3R6StCiGr1C9SjcMXNURRJatz585wdnZWOu7s7Iwvv/wSJiYmsLKyUjpeVBV7k0gkQosWLfD3338jOVm7NlctWjAiKVN5SFRSZi7MjQwUH1LeVDQHTdXm0tamRpDJgJxXC1ioYiTSR6cmjth1JRovs/NgVcYm1ZrG7tU8FZX9lpFTSr/JP9Co7jfj8vWbc23suhyllf0GAD0HdcfCX+cUe23Dsi3ISMuETQ3l1cdsaspfS0rQrp+tf2P48IHYuGF5sdf+++NyvHyZBjv7Gkrt7R3kq3K+eDW3rCQmJsbYt3cjevTojKNHT2HU6CnIz88v9ZwiBw8cwwftW6Nx4wYIC4so+wQ1Z4AA/AAAIABJREFUs7OWJwFJ6cqJalJ6FsyNDWGs4uesaA6aqs2lrc1N5D+jrxb+KHLp9mOI9PXQqYV27+dkX1O+eX1SSqrSscTkFFQzNytxUQ6hUIhvPp8Mn09G4FnMc9jVtIWDXU34rwuEnp4QDnbK37dvqv5qY+ocFUOYiYjeJyZlGuL27dsAUOoQwkmTJpV4rH591X90zV89BSzvBxxNUc3YALWszBAdp/xHODouFc1qWas8r2FNSxjoC/EwUXlxgOcvs2CorwcrU0M8TkrHtMAzGN+pebFVGQH5BxuBADDQwknOpfbbi1Q0c1S9tHFDu9L6LfN1vyWmY9qWUxjfuUWxVRkB7e43AAg+dw1+I4tXZ54/jYN7W1c0aalcaWjSohGePYotdZGPqubUqfPo2290sdceP36Gjh3bwl3F5rpuri3w4MHjEhf5AOTDEf/YvR49enTGvn1HMG78ZygoKF5FqlbNHFcuH8XBg8cwf8GSYsfMzOUPcHK15ENzNRMj1KpugegY5UQ1OiYRzerWVHEW0NDBBgb6engYp/wQ4HlKOgxF+rAyL74w0o2Hz9G8bk2Yqaj0apNq5mZwdLBD1L2HSsei7z1Esyaq96wEgGOnzsGmujXatHKBjfXrB5rXb0SiWZNGMDQ0QEJSMnxnzoNXj86YOnFMsfMfPZUvRONor/r/F6KqgHPKNAOHL2qIlBT5RHVbW9t3Or+koRtF8z3KO6dDk/RoXgdXH77A46TXH+iCH7zAk+QMeLk4qTzH2ECELs61ceHuczxIeJ1gPE/NxPnoGHRt6gg9oRC1rc2RlZePfdfuKeZqAPLVBM/cfgYPp5qKIZTapkeLurj6IA6PE9/stzg8ScqAl0s9lecYG4jQpWltXIiOxYM39mh7npqJ81Ex6NqstrzfqpfSb5FP4VHPTmv7LSUxFSEXrxf7inv2An8fO496jeqidScPRdu6DeugdUcPnDp0Ro0RV774+ET8/felYl+PHz/DnwePw9m5Ebp3f71keZPGDdCtWwfs2Xu41GvOmzcTvXt3xcGDx/DJ2OlKCRkAZGRkQiyWwNv7I1havt63sFo1c4wfPwqPHz9FVNS993ejFayHeyNcjX6Gx/GvFygJjn6KJwkv4eWhPFICAIwNReji0gAXIh/hwRuJ2fPkdJyPeIiuLg2g98bqDPlSKR7Fp8LZsfRKkLbo2aUDgkPCFUkSAFwJCcfjZ7Ho27NLief9/sdBLFr+Gwre+H11/vI1hEXcxqihAwAANW1tkJWdjX1HTiAr+3UF80VCEg4dO4U2rVxhU131g0AioveFlTINoeqDyNsobQK0thrfuTn+F/4IvptOYWzHZhAXSBF48TaaOVijv5u8Mhibmombz5LgWscWjq+GBc30aoXQx/GYtOkvfNy+KUT6Quy8HA1DfX3M6O0OANDXE+Lbga0xb28QfDb+hX5u9ZGeI8bu4GhAAHw7sLXa7vvfGt+5Bf4X/hC+m05ibMfm8n67EIlmtaqjv/sb/fY0Ea51a7zut76eCH2UgEkb/sLHHZpCpCfEzqAoeb/1kVdw9fWE+HZQG8zbcwk+60+in/urfrtS1G9t1HbfFeXQzqMYPmEolqz/HtvX7EZerhhjpoxEYnwSdm/cp2hnbWOFNp098SDqIR5Eqd5rqqravGUXpk4dh10712L5inXIzcnFzJmT8TwuHitXblS0q1HDBj16dMKtW1GIjIyGlZUlZs2cDIlEgrNngzBy5GClax86dAI5Obn4fOZ8nDi+C+fOHsCmTTthYCDCp596w66mLQYP0a59lMb3ao3/Xb0DX/99GNvTA+J8KQJPhaBZnZro30a+EXZschpuPoyDawMHONrIh9DN/LAzQu/FYNKve/Bxt1YQ6eth59kwGIr0MWNw8T284lMzkV8ghZ219i7w8aaJYz7C4RNn8OlnczBu9FCIxRJs2bkPzZo0wsA+3QAAMc9f4EZkFNxaNEXtWvJVdn3GDMes+T/B7+uF6NnlAzx/kYjf/ziADm09MKB3N8X1586ehs/n/Bfek7/AsEFeyMnJxc79R6Cnp4d5X0xTyz0TVZZCVso0ApMyDWFpaYnExERFxUyV+Ph46OnpvXM1TdtYmxph86Te+OVYKH47cxNGIj10a1obs/p6KIbIXX+SiIX7L+P7YR8okotaVmbYNqUvfj0Zhq2XbgMywN2pBmZ5eSjaAEB/t/rQ1xMi8MJtLDsWCmMDfbRpYIcZvdxR10Z7P8hYmxlhs68XfvlfCH47fQNGIn10a1YHs/p6vu63xwlYuC8I33/UoXi/TeuHX49fx9YLka/6rSZm9ftHv7k3gL6eHgLP38KyoyGv+s0eM3q7o66thcqYtFm+JB9+I2bh84V++GTaaEilhQi7cgP+369G+ssMRTunRnXxw6r52LBsi84lZRKJBF59R2Pp0gX4YvYUSKWFuHDhCr759r9ITX1dsXZ2bojALQH474/LERkZjdaebjAxkQ+5Cwj4SeW1Gzdpj6dPY3HxYjAGDPTG/Pmz8d//fouCggJcvhwC70/8cP36zUq5z/fF2twEm2ePxC/7zuG3/12W/4y6NsSsDzvD4NWy+Nfvx2LhtpP4/pM+iqSsVnULbPv6Y/x68CK2ng4FZDK4N3TErA87K9oUScuWzys1U7FoiDaytrLE1tW/4OeAdVi1cRuMDQ3RvVN7fOHno9iH8/qNSMxftBw/zp2tSMp6deuIn7//Bpu27cXPAetR3doKE0Z/hE/HjoCe3uuh1j06f4CAJd9hw+9/YMWazTAyNISne0vMnDIB9euq3qeRiOh9Esg4kFQjTJkyBWfPnkXv3r0VKy3+07hx4xAcHIyPP/4YCxcuVGweDchXV1SVrH377bc4ePAgOnbsiE2bNileP3DgAObMmQMDAwPcunXrnePO3ffjO5+rs7gBzDvpMv2kukPQSjdTdStBfB/Sji5QdwhaSd+1p7pDIB0istHuBWw0iZ1l00p9v/i0qEp9vzcFBQVh8+bNuHXrFnJzc+Hg4IAePXrA19cXlpaWZV9AhaSkJAQGBuLChQuIjY2FVCqFvb09OnbsiIkTJ6rcX1gVfjrUEH369AEAnD17Fo8eKX+IevDgAa5fl2922blz53/9fto814yIiIiI6G3s2LEDEydOxKVLl5CdnQ0DAwM8efIEmzZtwuDBgxETE1P2Rf4hLCwMAwYMwMaNG3Hvnnxus0wmw5MnT7B9+3YMGjQIly9fLte1mJRpiP79+8PZ2Rn5+fn49NNPcenSJRQWFqKwsBAhISHw8/NDfn4+XFxc0KVLyZOay8vCQj7MrKCgQLHyIxERERFRVRMSEoIff5SP7po6dSquXbuG69evY+/evahXrx7i4+Ph5+f3VsWKjIwM+Pn5IS0tDc2aNcOePXsQHh6OGzduYNeuXXB2dkZWVhZmzJiBhITSt4YBmJRpDAMDA6xatQpOTk54/vw5fHx80KpVK7i5ucHb2xtPnjyBk5MTAgICFFWuf6N58+YwNJQvkzx06FB4enri+PHj//q6RERERKQ9ZDJZpX6pQ0BAAAoLCzFw4EDMnDkTpqby7VRcXFywZcsWmJiY4O7duzh69Gi5r7lr1y6kpqbC1NQUa9euhaurKwD5Vi+tWrXC5s2bYW1tjaysLAQGBpZ5PSZlGqR27do4ePAgvvjiCzRv3hwCgQAymQyNGjXC9OnTsX//ftjb27+X96pRowYCAgLQtGlTGBoaQigUat0G00REREREpXn06BGuXbsGAJg4caLScXt7ewwaNAgA8Oeff5b7uufPnwcA9OvXDzVrKu9lWL16dfTsKZ9rGxISUub1uPqihjExMYGvry98fX3LbNu2bVvcvXu31DZLlizBkiVLVB7r2rUrunbt+i5hEhEREVEVUIiqvebf1atXAchXOm/aVPWiJh988AF2796Nq1evQiKRKFZ1LU3r1q1hZWWFtm3bltimaBG+rKysMq/HpIyIiIiIiKqkhw8fAgDq1atX4r6+Tk5OAID8/Hw8ffoUjRo1KvO6s2bNKrNNWFgYAMDOzq7Mthy+SERERESko6r6nLLExEQAUDnEsEiNGjUU/05KSnov7xseHo4rV64AQLkW6WOljIiIiIiIKoWnp2eZbUJDQ5Vey8jIQEZGRrnfx9DQELa2toqhg8bGxiW2ffNYeYYaluXly5f46quvAAA2NjYYMWJEmecwKSMiIiIi0lGFaloR8W1t3boVq1atKnf7Nm3aYNu2bSgoKAAAiESiEtu+OYesqP27ysjIgI+PD2JiYiAQCLBkyRLFao+lYVJGRERERESVQlUVrCIZGRkBkM8XK4lEIlH8uzyLfJQkOTkZPj4+iI6OBgDMmzcPnTp1Kte5TMqIiIiIiHSUuvYOe1szZszAjBkz3vq8oipVXl5eiW1yc3OV2r+thw8fYtKkSXj+/DkAYM6cOfjkk0/KfT6TMiIiIiIiqpKKVj4sWvBDlYSEBMW/31z0o7xCQ0Mxbdo0pKenQ09PD99//z2GDx/+VtdgUkZEREREpKOq+j5lDRs2BAA8ffq0xDZFx0QiEerUqfNW1z9z5gxmzpwJiUQCIyMjrFixAt27d3/rOLkkPhERERERVUlt2rQBIJ/vdf/+fZVtLl++DABwd3cvdUEQVecVJWSWlpbYunXrOyVkAJMyIiIiIiKdVdX3KatduzZcXFwAAOvXr1c6/uLFCxw+fBgAMHr06HJfNyEhAbNmzYJEIoGVlRW2bdsGNze3d46TSRkREREREVVZs2fPBgAcPnwYixcvRmZmJgAgMjISPj4+yMnJQZMmTeDl5aV0rpeXF7y8vLBs2bJiry9duhRpaWkQCoVYsWIFGjdu/K9i5JwyIiIiIiIdpS37lP0b7du3x2effYaAgAAEBgZi27ZtMDY2VmwUXaNGDaxduxZCoXK96vHjxwCApKQkxWsJCQk4ceIEAEAoFOLLL78s9f3t7Oywf//+UtswKSMiIiIioirNz88Pbm5uCAwMREREBLKzs1GrVi1069YNU6dOhY2NTbmvdePGDUilUgDyzaaTk5NLbW9oaFjmNZmUERERERFRldehQwd06NDhrc65e/eu0mt9+vRR+fq/waSMiIiIiEhHyar4kvjaggt9EBERERERqRErZUREREREOkoXFvrQBqyUERERERERqRErZUREREREOkodGzqTMlbKiIiIiIiI1IiVMiIiIiIiHcXVFzUDK2VERERERERqxEoZEREREZGO4pwyzcBKGRERERERkRqxUkZEREREpKNYKdMMrJQRERERERGpEStlREREREQ6inUyzcBKGRERERERkRoJZBxISkREREREpDaslBEREREREakRkzIiIiIiIiI1YlJGRERERESkRkzKiIiIiIiI1IhJGRERERERkRoxKSMiIiIiIlIjJmVERERERERqxKSMiIiIiIhIjZiUERERERERqRGTMiIiIiIiIjViUkZERERERKRGTMqIiIiIiIjUiEkZERERERGRGjEpIyIiIiIiUiMmZUQEAEhNTUVmZqa6wyAiokoUEhKCGzdulLv9yZMnsWPHjgqMiEg3CWQymUzdQRD9WwkJCTh79iwiIiKQkpICfX192NrawsPDA127doW5ubm6Q9Q4ubm52L59O06fPo3bt29DKpUCAAwMDODh4YG+ffti2LBhEAr57IbKtmHDhvd2rUmTJr23a2mDlJSU93at6tWrv7drkW5wdnaGra0tLl68WK72rVu3hp6eHoKDgys4MiLdwqSMtFpubi6WLVuG3bt3K5KKom9pgUAAADAyMsKMGTMwYcIExWu67ubNm5g+fTqSk5NR0q8AgUCAJk2aYNWqVXB0dKzkCDXXnTt3sHbtWoSFheHly5coLCwstb1AIMCdO3cqKTr1cXZ2/tc/XzKZDAKBAFFRUe8pKu3QtGnT93IdXfleo/fL2dkZNjY2uHTpUplto6Ki8OGHH8LIyOitqmtEVDZ9dQdA9K7y8/Mxbdo0BAcHQyaTwcLCAq6urrCxsYFMJkNiYiIiIiKQmZmJX375BTExMVi4cKG6w1a7uLg4+Pr6Ij09HWZmZhgyZAg8PDxga2uLwsJCJCYmIiQkBEeOHEF0dDR8fX2xZ88emJmZqTt0tYuIiIC3tzfy8/NLTGZ1lYODg8rX8/PzkZSUBADQ09ND/fr1UaNGDejr6yM1NRX37t2DWCyGQCCAp6cnjIyMKjNsjcDvpXfTr1+/93IdgUCAo0ePvpdrabrffvsN69atK/aaQCBASkoKXF1dSz1XKpVCKpVCIBCgfv36FRkmkU5iUkZaa9++fbhy5Qr09fXx9ddfY/To0RCJRMXaSCQSbN++XVFN69q1K7p06aKmiDXDxo0bkZ6ejvr162Pz5s2ws7NTajNgwAD4+vpiwoQJePz4MXbu3AlfX181RKtZ/P39IZFIYGFhgZEjR8LJyUknkwhV/v77b6XXCgoKMHHiRCQlJWH8+PHw9fWFtbV1sTbZ2dn4/fffsXLlSuTk5GD9+vWVFbLG+P3339UdglZ69OhRqccFAkGpIwH+OapCF/j4+GDfvn2Ii4tTOiYWi8t1DUNDQ3z++efvOzQincfhi6S1PvroI9y+fRsLFizAxx9/XGrbwMBALFmyBB06dMCmTZsqKULN1Lt3b8TExGDPnj1o2bJlqW2vX7+OMWPGoHHjxjh8+HAlRai5PD09kZ2djW3btsHT01Pd4Wi89evXY8WKFfD19cWsWbNKbbtx40YsW7YM48ePxzfffFNJEZI2W7VqlcrXIyMjce7cOejp6aFz585o3bo1atasCT09PaSmpiI8PBx//fUXJBIJRo0ahdatW7+3qps2iI6OLjZEeM6cOTA3N8fcuXNLPU8oFMLCwgLNmzeHra1tRYdJpHOYlJHW8vT0hEQiQVhYGPT1Sy/6SiQStGrVCubm5rhy5UolRaiZXF1dYWBggJCQkHK19/DwQGFhIcLDwys4Ms3n7u4OPT09hIaGqjsUreDl5YXY2FgEBweXOfw1Ly8Pnp6eqFGjhsqqG1F5xMTEYMiQITA2Nsb69evRrFkzle2ePn2qqOLu2rULzZs3r+RINcfbzCkjoorD4YuktfT09KCvr19mQgbIVxQ0MjKCRCKphMg0m42NDRISEpCdnQ1TU9NS20okEkgkEqUhZ7qqfv36iIqKKlffEfDixQuYmpqWaz6ikZERjI2N3+tKhFVBQUEBHj58iOzsbBQWFhYbjieTyVBQUIDc3FzExcXh1KlTOj8U0t/fHzk5OVi+fHmJCRkA1K1bF0uWLMEnn3yClStXYu3atZUYpWaJjo5WdwhEBCZlpMXc3d1x/vx5nD9/vsx5YhEREcjKykKHDh0qKTrN1bdvX2zcuBHr1q3D7NmzS227b98+5Ofno3fv3pUUnWYbNWoUFixYgB07dnCOXTnY2NggLi4OsbGxZa7gGR0djczMTNStW7eSotN8e/fuxS+//ML9A9/C5cuXYWRkVK65w61bt4apqSnCwsIqITIiotIxKSOtNWvWLAQHB2Pu3LlYv359icNPkpKSMHfuXOjr62PGjBmVHKXmmTFjBkJDQ7FhwwaIxWL4+fmhWrVqxdoUFBRg7969WLx4MZycnPDZZ5+pKVrNMnz4cAQHByMgIABisRgDBw6Eo6Njuaq1uqhNmzY4ePAgvvvuO6xduxYGBgYq22VmZmLu3LkQCATo3r17JUepmUJCQrBgwYJyt69du7bOL2IEyIfBlldBQQHy8/O5F+Mrp0+fxsWLF5GSkoL8/PxSt/sQCAQ6uSgPUUXinDLSWiEhIQgPD4e/vz8EAgF69uyJDh06wN7evtiE7sOHDyMzMxMeHh4lfmjRpc1q58yZA4lEghMnTqCwsBAikQjNmzeHg4MD9PT0kJKSgsjISGRkZAAAbG1tVQ4/06VlpN8UGRmJiRMnlrt6oct7Rz169AhDhw6FWCxG3bp14e3tDTc3N9jY2AAAEhMTce3aNWzfvh3x8fGoXr06/vzzTy4iAPlDp+PHj8PJyQlz585Fo0aNMH/+fAQHB+PQoUPQ19fHgwcPsHbtWkRGRqJdu3YIDAxUd9hq9+GHHyI6OhqrV68uM8Hfv38/5s2bBzc3N+zevbuSItQ8EokEU6dOxeXLlwGUb4sGXdxPkKiiMSkjrfXmZrVFm86qUtqxIrr0x6Wo3/7tj74u/lG+efMmxo0bB7FYXO7+08V+etPZs2cxe/Zs5ObmlvozamNjgzVr1pS5Iqiu6Nq1KxISErB582a0b98ewOsVKpcvX46+ffsCkO8DN2rUKNy5cwe//PILBgwYoM6w1W7Lli1YunQpLCwsEBAQgLZt26psd/LkSXzzzTcQi8VYtGgRPvzww0qOVHMU9RkA1KhRAy1atIC5uXmZFcTFixdXRnhEOoNjbkhrlbRZLZVu+vTp6g5Ba61cuRJ5eXkwNzfHkCFD0KhRI26qXYZu3brhxIkTWL16Nc6ePavYSLqIvb09vLy8MHXqVKVhtLrs5cuXEAqFaNOmjeI1Z2dnyGQyREREKJIykUiEL7/8EhMmTMDBgwd1PikbNWoUjhw5gjt37mD8+PFo2rQp3N3dUb16dQDy6mxISAgePXoEmUyGrl27YsiQIWqOWr0OHz4MgUCADz/8ED/88AOHYxOpCStlRETl1LZtW2RkZGDHjh1o1aqVusPRSi9evEBycjIEAgFsbW1Rs2ZNdYekkdzd3WFgYICrV68qXouNjUXPnj3RqVMnbNiwQfF6YWEhXFxcYGlpyWXNAaSmpmLu3Lk4d+4cAOXNoYtGTwwfPhxz5syBsbGxGqLUHG5ubpBIJAgODuaDESI14uMQIqJykkgkMDExYUL2L9jb28Pe3l7dYWg8GxsbxMbGQiwWw9DQEIB8dIC+vj7u379frK1QKISxsTHS0tLUEarGsba2xtq1a3Hz5k2cPn0aERERSElJgUAggI2NDVxdXdGvXz80btxY3aFqBAMDA+jr6zMhI1IzJmVEOkwsFiMtLQ1SqbTMthwuCjRs2BC3b99GZmYmzM3N1R2OVomMjMSZM2fw8OFDZGZmYsuWLQDk2y40btwYLi4uao5Qs7i5uSE2Nhb79+/Hxx9/DECefNWrVw8PHjxATEwMateuDQCIj49HZmYmTExM1BmyxnF1dYWrq6u6w9B4TZo0QWhoKOLj42FnZ6fucIh0FpMy0mrZ2dk4ePAgwsLC8PLlyzKTC4FAgK1bt1ZSdJrr3LlzCAgIQHR0dLlX2tLVFQTfNHr0aMydOxcrV67E3Llz1R2OVsjJycHcuXNx8uRJAMoL7+zcuRNRUVHo1q0b/u///o+JxStDhw7FkSNHsGjRIsTExGD8+PGoWbMmunbtivv372POnDn49ddfIZVKMX/+fABg5acEOTk5yMjIYMJRgjFjxiAkJAT+/v5cvINIjTinjLRWYmIixowZg9jYWABcxre8Lly4gMmTJwMoX58B7Lc3zZs3DwcOHED37t0xePBgNGjQAGZmZqVOji9aZEDXFBYWwsfHB8HBwRAIBHB2dsaDBw+Qn5+v+H4aOHAg7t+/D4FAgBYtWmDnzp0QiURqjlwzzJkzBwcPHoRAIIC/vz969+6NpKQk9OrVC2KxWKn94sWLdX7RiiIJCQlYv349zpw5g4SEhGIPlmbOnAlra2tMmDBBUW3UdUuWLMHWrVvRq1cvDB06FPXr14eJiUmpKxfr6u81oorCShlprRUrViAmJgaAfKiPk5OTYu4FlWzdunWQyWSoVasWfH194eTkBCMjI3WHpRX69eun+Pfff/+Nv//+u8xzdLnKePjwYVy5cqXYcvcdO3ZESkqKos2ff/6JnTt3YunSpYiMjMTOnTsxbtw4NUatORYtWoRWrVph9+7dqFOnDgD5voH+/v74+uuvkZ6eDkA+rHHcuHFMyF4JDQ2Fn58fMjIyVD54io6OxtOnT3H06FGsXLmy2AqXuqhPnz4A5L+rTp06hVOnTpV5ji7/XiOqKKyUkdYq+nD33XffYfTo0eoOR2u4u7sjLy8Phw8fRqNGjdQdjlZxdnZ+63N0uco4fvx4XL16tdi+WkU/t//sk61bt2Lx4sVwcXHBnj171BGuVsnNzcW1a9eQnZ2Nli1bsuLzSkpKCvr374+0tDQ0bdoUw4YNQ0BAADIzMxXfc/7+/tixYwcyMjJgbGyMQ4cOKZJeXcTfa0SagUkZaS0XFxfo6ekhLCyszM2h6TUPDw8IBAKEhoaqOxStc+3atXc6T1efxLdt2xbZ2dkIDw9XDEksKSnLy8uDu7s7TExMcP36dXWES1XAsmXLsGHDBnTs2BHr16+HUChU+T334sUL+Pj44PHjxxg5ciT+85//qC9oNePvNSLNwOGLpLXs7e0RFxcHqVTKzS7fgrOzM8LCwpCWlgZLS0t1h6NV+CHk7eTk5MDExKRcc8SMjIxgbm6OvLy8SoiMqqpz585BIBDgq6++glAoLLGdvb09fvjhB3h7eyMoKKgSI9Q8/L1GpBn4SZa0Vt++fbFu3TqcO3cOPXv2VHc4WmPChAm4fv061q5di2+//Vbd4VAVVr16dSQkJCAjI6PMPZDi4uKQkZHBrRdeeXP+YnkJBAIcPXq0AqLRHrGxsTA2NkaTJk3KbOvp6QkjIyMkJCRUQmTa4datW7CysoKjo2Ox1//73/+ic+fO6NKli5oiI6r6mJSR1poyZQpOnz6NhQsXwtzcHG3btlV3SFqhZ8+emDRpEjZu3Ii0tDQMHDgQjo6OZVYz+GEZxRaoeBu6ukqZp6cnjh49ir1798LHx6fUtsuWLYNAIICHh0clRafZHj16VK52AoFAsZgFh3HLFRYWlqtdUb9xtU/5cE4/Pz9ERUUpzdNOTk7Gjh07sHPnTri6usLf3x81a9ZUY7REVROTMtJaRkZG2LBhAwYPHozx48fDxsamzOSC+5T/6GyYAAAgAElEQVTJeXh44I8//sChQ4dw6NChMttzpS25jh07vvU5utx3EydOxNGjR/Hbb7+hUaNG6Ny5s1KbmJgYLFu2DCdOnIBAIIC3t7caItU806dPL/GYVCpFVlYWHjx4gNDQUAgEAnz77bdo2LBhJUaomerUqYN79+7hwYMHZfbH5cuXkZeXh6ZNm1ZSdJopJSUFI0aMQFJSEgD5sOM3SaVStG3bFtevX8eNGzcwfvx47N+/n3sKEr1nTMpIayUmJmLs2LHIzMyETCZDUlKS4o9KSfgkWb5PmZ+fHwoLC8u9TxnJvUt/6XIfN2vWDLNnz8ayZcswefJk2NjYIC0tDQAwbtw4xMfH49mzZ4r2vr6+cHV1VVe4GqW0pOxNjx49go+PD1avXo3Dhw9XcFSar2fPnrh79y5WrlwJf3//EtslJCRg4cKFEAgE6NatWyVGqHnWr1+PpKQk1K1bF/7+/kqrMdasWRNbt27FgwcP4OfnhydPnmDLli3w8/NTU8REVRNXXyStVbSxKgA0adIEDRs2hJmZWZnnff/99xUdmkYbM2YMrl+/Dnt7e4wbNw6NGjUqV7/xw3Lpq5RJpVJkZ2fj/v37OHToEOLi4rB48WL079+/EiPUTEeOHMHPP/9c4kMTCwsLfPbZZxgzZkwlR1Y1nD9/HpMnT4a3tzfmz5+v7nDUKjMzE/369UNycjK8vLzw0Ucf4YsvvkB6ejrOnj2LuLg4BAUFYfv27UhPT4e1tTWOHTum04se9enTB8+ePcPu3bvL/D0fEhKCTz75BI0aNcKRI0cqKUIi3cCkjLRWp06dkJycjIULF2LUqFHqDkdreHp6Ijs7G//73//QoEEDdYdTJUkkEvj4+CA8PBx79uxBs2bN1B2S2hUUFCA4OBg3btxASkoKpFIprKys0LJlS3To0AHGxsbqDlFryWQyuLq6wsbGplwbmld10dHRmDRpEpKSkkocHSGTyWBhYYE1a9agVatWlRyhZnFxcYG+vj7CwsLKbCuTyeDm5gYAuHnzZkWHRqRTmJSR1nJxcYFQKER4eDiHJb6F1q1bQyaTcZ+yChYdHY0hQ4agd+/eCAgIUHc4VMW5urpCJpMhIiJC3aFohJcvX2L9+vU4cuQIkpOTix2rVq0avLy8MHXqVNjb26spQs3Rrl075OTk4MaNG6VuIwDIk7JWrVpBKBRyP0Gi94xzykhrOTg44Pnz5ygsLISenp66w9Eazs7OCA0NRXJyMmxsbNQdTpXl7OwMExMTJr9vEIvFePbsGdLT0+Hp6QlAvmm0kZGRmiPTbidPnoRYLGaCAfnKi0KhEFZWVvjmm2/wzTffIC4uDsnJySgsLISVlRXq1KnDB3lvcHJyws2bN3Hu3Dl079691LaXL19Gbm4uWrRoUUnREekOJmWktfr164fffvsNBw4cwPDhw9UdjtYYP348QkJCsHjxYixbtkzd4VRZYrEYYrEYUqlU3aGoXVRUFPz9/XH58mXk5+cXW5HSz88P+vr6mDZtGuctvqGsildhYSGysrIQFhaGLVu2QCAQoFOnTpUUneaaNGkSTExM8MUXX8DJyQmA/AEet/Qo2cCBA3Hjxg0sXLgQjo6OaNy4scp2T548wYIFCyAQCODl5VXJURJVfRy+SForLy8Po0aNwuPHjzF79mwMGjQIVlZW6g5LK6xevRorV65Es2bNMHDgQDRo0ABmZmbQ1y/5OY2Li0slRqj9/P39sWbNGjRo0ECnN/Q9efIkvvrqK+Tn5xfbTysqKgoA0KtXL8TGxkIkEuGnn37CwIED1RmuxnB2di53NUcmk6FatWr4888/dT75aNOmDbKyshAUFMS/B+WUl5eH4cOH4/79+9DX10eXLl3QqlUrxUiK1NRUhIeH49y5c5BIJKhXrx4OHjzICjfRe8akjLTWf/7zH2RlZRX7wGttbQ0zM7MShzMKBAKd/oAMvF5FUSKRlPscXd5r600bNmwo9bhMJlNUL4rmW/j5+ZV7efOqJiYmBgMHDkReXh66du2KkSNHYs6cOUhPT1ckZXv27MGGDRsQExMDfX197N27V+f3jQKgtCx5SUQiET744AN88cUXJVY4dImbmxv09PQ43+ktxcbGYubMmYiMjASgvH1M0UdFZ2dnrFq1Co6OjpUeI1FVx6SMtFbRk+S3+RZ+8wm9rirvh71/io6Ofs+RaJ//b+/Oo6ou8z+Av79cLosggmIgiLsMKsoiiuKCWu7moOGS6SQuaepMM8O4ZPzKDHVGUzuohThl41IuFY2aloKpiCwiASpohoqyDGusl/Xe7+8P4yYhiOa933u579c5nRPPfS7nLUcP9/N9nufztHT14uEPMJ9//rnBdhZcv349PvvsM7z44ovYsmULgAcXcBcWFjb4d1heXo5FixYhKSkJU6dOxebNm6WKrDOysrKafV0QBJiYmMDGxoZnah+yfPlynD17Fh9++KHB3z/2pFQqFU6dOoUzZ87g+vXrKCgogFKphLW1Nfr27YsJEyZg8uTJkMvlUkclapVYlJHe2rlz51O9z1BXLeo97sNeUxwdHZ9xEv3zuEPw9R+U7ezsMGLECLz88sto06aNltLpnvr7j06fPg0nJycAjy7KgF+7Vdrb2+PcuXMSpKXWoKioCIsWLUJ6ejpmzZoFHx8fdO3aFZaWls12FuzQoYMWUxIRNcaijIiINMLNzQ0mJia4fPmyeqypogwAPDw8UFdXh6tXr2ozpl6qrKzE7du3YWVlpS546cGDgJqaGuTk5LT4TB63ZxORLmD3RSIi0gi5XI6qqip1m/Lm1NXVoa6uzmC3ej6KKIo4fvw4bt68iZUrV6rHv/rqK2zcuBEVFRUAHhS/W7ZsYXEGICMjQ/3/fOZMRPqERRm1Cnl5ebhw4QLS09NRWlqKDRs2AADOnz+PPn364LnnnpM4oe5RKBQ4dOgQIiMjkZ6ejrKyMly/fh0AEBwcjE6dOmHGjBmwsrKSOKnuiYqKQnR0NPLy8lBeXt7shz9BEBAWFqbFdLqjR48euHr1Kq5du/bY7p1nzpxBbW0t+vXrp6V0uk2pVGLp0qW4ePEiLCws1EXZjRs3EBQUBJVKpZ6blJSEefPm4cSJE7C0tJQqsk7Yt2+f1BGIiJ4KizLSayqVClu3bsX+/ftRW1urHq8vynbt2oXU1FS8/PLLePPNNx/7tN5QpKenY+nSpcjMzGzQprxebGws0tPT8dlnnyEsLAw9e/aUKqpOUalU+Mtf/oLIyEj12OOexhvyJbUTJ05ESkoKtm7dik8//bTJn0VaWhrWr18PQRAwduxYLafUTeHh4YiKioIgCBg+fDiUSiVkMhkOHjwIlUqF5557Dtu3b4coinj77bdx584d7Nu3D8uWLZM6uqQGDx4sdQQioqfCooz02sqVK3Hy5EmIoggbGxuUlZU1uKy3oKAAdXV1OHDgAO7fv4/Q0FAJ0+qG8vJyLF68GNnZ2bCzs8OkSZNw5MgRKBQK9Zz+/fvj7t27yMrKwty5c3H8+HH1nTWG7MCBA4iIiADwoDFAnz59YGtra9CFV3NeeeUVHD16FPHx8ZgzZw6mTZumvoohISEBOTk5iI6OxjfffIPa2lo4OTlhzpw5EqfWDSdPnoQgCFi9ejXmz58P4MEDgIiICAiCgAULFmDgwIEAgI0bN2L27NmIiIgw+KKMiEhfsdEH6a2zZ89i2bJlsLCwwKZNmzBu3LhGTQRKSkrw0UcfqZ/Sb9iwAdOnT5c4ubRCQ0PxwQcfoH///ti7dy8sLS0f2XwhLS0NS5YsQX5+PgICArBq1SoJU+uG6dOnIy0tDVOmTEFwcDBMTU2ljqTzcnJysGTJEvz4449NFq+iKMLJyQm7d+9Gjx49tJxQN/n4+KCkpAQ//PADTExMAADJycmYNWsWBEHAqVOn0K1bN/X8/v37w9TUFAkJCRIl1i2P255tb2+PmTNncns2EekM7uUivXXkyBEIgoBVq1Zh3Lhxj5zTrl07rFmzBkuWLIEoiggPD9dySt1z+vRpCIKAtWvXNnv+pE+fPli/fj1EUWSL8l/cuXMHABAUFMSCrIU6deqEL774AkFBQXBzc4NMJoMoihBFEYIgwNnZGX//+98RHh7OguwhpaWlsLS0VBdkwIOzjABgb2/foCADAGNjY1RXV2szos5KT0/HH//4R2zZsgVXrlxBcXFxgzN4sbGx2Lp1K6ZNm4b09HQJkxIR/YrbF0lvpaSkQCaTYerUqY+du2jRIuzevRs3b97UQjLdlpGRATMzM3h4eDx27siRIyGXy5/6brPWxtjYGBYWFmjXrp3UUfSKiYkJ5s6di7lz50KpVKKkpARKpRLt2rVrUHTQrywtLVFaWoqamhr1z+jixYvqM2YPy87ORmVlJezs7KSIqlO4PZuI9BVXykhvlZaWwsLCokUttNu2bQsrKytUVlZqIZluUyqVLT4DZWRkBLlczgYpv3BxcUFFRQVycnKkjqK3ZDIZ2rdvj44dO7Iga0a/fv0giiIOHz4M4MFDqOTkZADA888/r54niiK2bt0KQRAe2+HSEBw4cADZ2dno378/vvnmG6xevbrR74hNmzbh6NGjeO6551BcXIxPPvlEorRERL/iJy3SW9bW1igtLW3wBLQpRUVFKCsrg42NjRaS6TYHBwdUVlYiMzPzsXNTUlKgUCjg6OiohWS6b968eRBFEdu2bZM6it6p78L46quvYsqUKfDz88PixYsRGhqq3hZKv/L394coiti0aROmT5+OV199FaIoolOnThgxYgQA4Ntvv8VLL72EkydPAgBmz54tZWSdwO3ZRKSvuH2R9JaHhwciIiJw8uRJ+Pv7Nzs3NDQUoijC3d1dS+l018iRI3H79m3s2bMH7777bpPzKioqsG7dOgiCgGHDhmkxoW4oLCxsNDZw4EBMnDgRJ06cQGlpKWbOnImePXvC0tKy2dXHDh06aDKqTisqKsLatWtx/vx5AA2vELhx4wYuXryIHTt2YPbs2Vi1ahXP6v1i4sSJSE5OxqefforU1FQAD7Y0btmyBTKZDMCDZjypqakQBAHLli0zyH+nv8Xt2USkr1iUkd6aM2cOzpw5g+3bt2PAgAFwdnZuNKeiogK7du3Cvn37IAgCZsyYIUFS3bJw4UIcPXoUR44cQdu2bdVP5Ovl5uYiOjoaoaGhuHfvHszNzREQECBhYmn89tzOb124cAEXLlx47PcRBEH9odrQKBQKLFiwADdv3oQoiujduze8vLxga2sLURSRl5eHhIQE3L59G5999hlyc3Oxc+dOqWPrjDVr1mDKlCmIi4uDhYUFxo4d26DAd3Nzg5+fH2bPns0HTr9QKpUt3m5dvz2bTaiJSBewJT7pteDgYBw4cADGxsZwdXVFamoqamtrMW3aNPzvf/9DUlISKisrIYoi/Pz88M9//lPqyDohJiYGy5cvb3TGzsjISN2lTBRFyOVybN++HS+88IIUMSXl4uLyTL6PIAgNrhowJGFhYdi2bRssLCywefPmBmehHvbdd99hzZo1qKqqwubNm/Hiiy9qOSm1FpMmTcKdO3dw5swZdO7cGQAeeeUH8GBL7cyZM9GrVy+cOHFCirhERGpcKSO99tZbb8HW1hahoaFISkpSj4eHh6uffhobG2PevHkIDAyUKqbOGTp0KL766its27YNZ8+eRV1dHQCoL96u37IYGBiIvn37ShlVMvv27ZM6gt47ceIEBEFAcHBwkwUZAIwfPx6VlZVYs2YNDh8+zKLsKSkUCrRp00bqGJLi9mwi0ldcKaNW4eeff8bp06eRlJSEwsJCKJVK2NjYwNXVFRMmTIC9vT0AQKVSsZPgbygUCly/fh0FBQVQqVSwsbFBv3792Padfrf6cz2JiYmP7fipVCrh6ekJU1NTxMfHayOeXrh69SqSkpJQUVEBpVLZaKtdbW0tqqqqkJ2djdjYWFy+fFmipLohPz8fEyZMgEKhwMKFC+Hv749XXnkFRUVFSEtLe+T27FOnTql/RxARSYVFGemtP/3pT7C2tkZISEiL5k+bNg0KhQLfffedhpPptuzsbMhkshbfaXT16lXk5uYa5BZG+n18fHygUCiQmJjYoochnp6ekMvliIuL00I63SaKIlatWtXibXX1l3Eb6lbZh3F7NhHpIy4ZkN6Kj49HYmJii+aKooi7d+/if//7n4ZT6b4xY8Y8tlvlwwICArBu3TrNBaJWa+jQoaiurm5RYREdHQ2FQgFvb28tJNN9X3/9NY4fPw5RFCGTyeDo6Ki+M7Bbt26wtbWFIAjqlTMfH58WP6Bq7eq3Z48dOxYymQyiKEIUxQYrjcOGDcPhw4dZkBGRzuCZMtILZ8+eRXp6eqPxyspK7Nmzp9n3qlQqXLt2DZWVlWjfvr2mIuqVli6Q5+bmQqFQoKamRsOJqDUKDAzEpUuX8M4778DCwqLJc2U3b97E2rVrYW5ujjfeeEPLKXXT8ePHATw4I7Vt2zZYWlpi5cqVOHHiBMLCwuDk5ITi4mLs3LkTBw4cwL179zB06FCJU+uObt26ISQkhNuziUhvsCgjvdChQwcsX768wZggCFAoFE90kW9zzQZao48//hhffvllo/Hi4mJMmjSp2fcqlUrk5eVBFEV1FzOiJxEfH49Zs2Zhz549WLFiBVxdXeHj4wMHBwfIZDIUFRUhMTERFy9ehFKphKurK/bv39/o+wiCgHfeeUeCP4F0bty4AUEQsHr1avUlyJ6enjhx4gRiY2Ph5OQEa2trBAUF4eeff8bJkydx6NAhLFq0SOLk0vrt9uw2bdpg0KBBTc7n9mwi0hU8U0Z6Izg4GGfPnlV/3dKzUTKZDFZWVvD09MTf/vY3g+pOVlJSgvHjx6O4uPipv4cgCNi0aRP8/PyeYTIyBC4uLg222AF4ZMOP+tebes0Qz0q5urpCJpMhOTlZPXblyhW88sormDVrVoPOgj/99BOmTJkCd3d3HDp0SIq4OsPFxQUdO3ZEVFRUi+Z7eXnBzMwMFy9e1HAyIqLmcaWM9EZQUBCCgoLUX7u4uMDGxqZBoUYNtWvXDtu2bWtw9m7nzp1o06YNFixY0Ox7jYyM0K5dO7i7u6Nfv36ajkqtUHMrFNQ8c3NzdVOKel27dgWARlu5e/XqBVNTU9y5c0dr+XQZt2cTkT5iUUZ6a8WKFQa16vW0fHx84OPjo/66vihbsWKFhKnIEDxqKyK1TKdOnXDr1i0UFBTA1tYWAGBra4s2bdrg1q1bjeYLgoCKigptx5QUt2cTUWvCooz0FouKpxMZGQmZTPZE7+GltETaNXjwYNy6dQs7duxosFWxd+/eSElJQVxcnLpTZUpKCqqqqmBtbS1VXEn4+/tjz549jbZn19XV4fbt2y36HoIg4LXXXtNEPCKiJ8IzZUQGipfSktQSEhJw9epVWFlZ4fnnnze4oqI5d+/exeTJk6FSqdC3b1+sX78e/fr1w8GDB/Hee+/Bzs4Oq1evhlKpREhICDIzM+Hr64vQ0FCpo2vVpUuXuD2biFoFFmVEBoaX0pI25eXlISQkBHfu3MHBgwfV42vXrkV4eLj6a3Nzc2zZssXgOqQ25+jRo3j33XehVCoRGhoKX19fVFdXY+LEicjOzlY3Rqm/y2z//v3w9PSUOLW0XFxcYGtry8YdRKR3WJQRGZjw8HC8+eabAABjY2PY29sjLy8PSqUSXbp0QXl5OQoLC6FSqSAIAoYOHYqXX34ZY8eOlTg56ZuysjL4+fkhOzsbcrkcKSkpAIDvv/8er7/+OgDA0tISKpUKCoUCpqamOHHiBJycnKSMrVPS09PxxRdfYN68eXBwcAAAZGVl4e2338alS5cgiiIcHR2xdu1aFrR48LORyWSwt7eXOgoR0RMxkjoAEWnXw5fSxsbGIiIiAuPHj4dKpUJYWBiioqJw6dIlzJ07F6Io8lJaemr79u1DVlYWrKyssGbNGvUW2aNHjwIA+vfvj4sXLyImJgZjxoxBdXU1Pv30UwkT656ePXti9erV6oIMABwdHfHxxx/jypUriI6ORmRkJAuyXzg6OjZbkGVlZeH06dOIjY1FXV2dFpMRETWPRRmRgWnqUloAiI2NBQD1pbSTJ09GVlaWwd99RE/n+++/hyAI2Lp1K+bMmQNBEFBVVYXo6GgIgoC5c+fCzMwMpqamWLt2LQBw29kjXL16FZmZmY3Gt27dimvXrkmQSLcpFAp89NFH+Mc//tFgfNeuXRg3bhzeeOMNBAQEYNy4cerVWyIiqbEoIzIwpaWlMDExQc+ePdVjzs7OEEWx0Qe8119/HaIoIiIiQtsxqRW4d+8e5HI5hg8frh6Lj49HdXU1AGDEiBHq8c6dO8Pc3By5ublaz6mrcnJyMH36dMycObPRZcgFBQU4ePAgli5ditmzZ/Pn9ovq6mrMnTsXISEhiIyMVI8nJCRgx44d6qZGoigiOzsbixYtQmFhoYSJiYgeYFFGZGDMzc1hbNzwNgxeSkuaUH9O7GH1K2HOzs5o3769elwURdTV1bX44t/WrrCwEDNnzkRqaipEUYRCoWjwulKphLe3N2QyGZKSkjB//vxGcwzR559/jtTUVMjlcsyZMwdKpVI9DgDdu3fHuXPncO7cOXh4eKCsrAx79+6VMjIREQAWZUQGp1OnTlAoFCgoKFCP8VJa0gRbW1uUl5ejqKhIPXb+/HkIgoCRI0c2mHv16lXU1tayQcMvwsLCkJ+fj65du+Lrr7/GwoULG7xuZ2eH//znP/j666/RtWtX3L17l8UFgDNnzkAQBGzYsAErV66ETCZDXV0dzp07B0EQMH/+fNjb28Pe3h7r16+HKIo4f/681LGJiFiUERmawYMHAwB27NjRYLx3794oLS1FXFyceqz+Utr6s2dET2LgwIEAgPfffx/l5eU4cOAAMjIyAKBBN8/8/HysW7cOgiCoL0Q2dPVFxObNm+Hi4tLkvF69eiE4OBiiKOLbb7/VYkLd9NNPP0Emk2Hy5MnqsStXrqgfLPn6+qrHe/fuDTMzM2RlZWk9JxHRb7EoIzIwc+fOhZGREY4cOYKXXnoJ169fBwBMnTpVfYfZyZMncfz4cQQGBkIQBLi7u0ucmvRRQEAAZDIZwsPDMWjQIGzYsAEA4OXlhQEDBgAAdu/ejRdeeAFpaWkwMTFBQECAlJF1Rk5ODszNzeHm5vbYuV5eXjA1NcW9e/e0kEy3VVRUoE2bNjAy+vXjTXR0NACgS5cuj1yJZRdGItIFLMqIDEy3bt2wbt06yGQypKamqrcx+vv7w8HBAbm5uQgMDMSqVatw//59GBkZ4bXXXpM4NekjV1dXbN++HVZWVurmCm5ubnj//ffVc1QqFaqrq2FtbY2dO3eie/fuEibWHW3atEFdXR1UKlWL5hsZGTU6K2qIrK2tUVZWhvLycvVY/ZbZhxvLAA/O0FZVVcHW1lbbMYmIGmFRRmSAZsyYgf/+97+YP38+evfuDQAwNTXF/v37MWzYMABQX0obEhKibplP9KTGjh2LqKgoHD16FCdPnsThw4dhZ2enfn3kyJHYuHEjIiMjG31oNmTdunVDbW0tzp0799i5ly5dQmVlJQtaQL2yuGfPHgBAZGQkbt68CaDhltnKykps3LgRgiCot9kSEUlJENnqioh+Q6FQoLKyEh06dJA6CpFBOnjwIN577z107NgRH3/8MZydnR857+7du1iwYAFycnIQGBiIRYsWaTmpbrl06RIWLFgAQRBgZWWFsrIyqFQqODs749ixYwCAQ4cO4cMPP0R+fj4EQcChQ4fU22mJiKTCooyIiEjHVFVVYcaMGbh16xaMjY3h6+sLT09P9Va7oqIi/PDDDzh37hxqamrQvXt3hIeHw8zMTOLk0tu/fz/+9a9/qc+KOTg4YM+ePeq7GXfs2IFdu3bBxMQEb7/9Nvz9/aWMS0QEgEUZERE9A4sXL34m30cQBISFhT2T76XvMjMz8de//lV9qbsgCA1er//17eLigp07d6Jz585az6ir8vPzceXKFVhYWMDb2xsmJibq1+Lj4xEXF4fp06fD0dFRwpRERL9iUUZERL+bi4sLBEF45OXPDxcTv339t68JgoC0tDTNBdUzKpUKp06dwpkzZ3D9+nUUFBRAqVTC2toaffv2xYQJEzB58mTI5XKpoxIR0e/AooyIiH63NWvWNFrJAYCsrCzEx8cDAJydnTFo0CDY2dlBJpOpt+AlJiZCEAT4+fmhe/fu7PZJREQGh0UZERFpRFFREfz8/FBRUYEtW7ZgzJgxj5yXkJCAFStWQKVS4csvv4STk5OWk5I+qt8y26lTJ6xfv77B2JPgllki0gW81ISIiDQiJCQE+fn52Lx5c5MFGfDg8uMNGzZg+fLl2L59O7Zt26bFlKSvoqKiAAA9evRoMNbUNtqmPGqFl4hI21iUERGRRkRGRsLExASTJk167NwxY8bA3NwcMTExWkhGrYGfnx8EQUDHjh0bjRER6RtuXyQiIo1wd3eHTCbDlStXHjtXFEV4enpCEAQkJiZqIR0REZHuMJI6ABERtU6dO3eGQqFAQkLCY+dGRkaisrIS3bp103wwIiIiHcOijIiINGLcuHEQRRFr1qzBnTt3mpyXkpKC//u//1N3YCQiIjI03L5IREQaUVJSgunTpyMrKwsmJiYYNWoU3N3d0aFDBwBAXl4eLl++jOjoaCiVSgwYMAAHDhxocNEv0ZN4/vnnWzxXEATI5XJYWFjAwcEB7u7umD59OqytrTWYkIjo0ViUERGRxmRkZOCNN97AjRs3ADTudFf/K2jYsGHYsmUL2rdvr/WM1Hq4uLio/7+5LoyPek0QBNja2iIkJAQeHh4azUlE9FssyoiISKNEUcSpU6cQERGBlJQUFBYWAgA6duwINzc3TJ48GaNGjZI2JLUKycnJOHbsGA4ePAi5XI4JEyZgyJAhsLOzgyiKKCgoQEJCAkLc0wgAAAkDSURBVE6ePImqqioMHz4c3t7eKCwsxLfffoucnBzY2tri2LFjfEBARFrFooyIiIhahZSUFMyePRsdOnTAv//9b/zhD3945Lz79+9j/vz5yM/PxxdffAFnZ2fU1NRg4cKFSEhIwJ///GcsW7ZMy+mJyJCx0QcRERG1Ch999BFEUURwcHCTBRkAODk5YcOGDaipqcHOnTsBACYmJnjzzTchiiIiIiK0FZmICAAvjyYiIg1TKpW4du0aCgoKUFtbC5VK1ez8llw2TfQoiYmJMDMzg6+v72PnDhkyBObm5oiLi1OP9e3bF3K5HFlZWZqMSUTUCIsyIiLSmGPHjmHTpk0oLi5u0XxBEFiU0VOrra194vdUV1c3+NrMzAw1NTXPKhIRUYtw+yIREWlEfHw8Vq9ejZ9//hmiKLbov8etohE1p0uXLqiqqsL58+cfO/fChQuorKyEo6OjeqykpARlZWWws7PTZEwioka4UkZERBrxySefQBRFdOnSBW+99RY8PDzQtm3bRm3xiZ6VKVOm4MaNG3jrrbewe/du9OvX75HzfvzxRwQFBUEQBIwdO1Y9vn//fgBo9jwaEZEmsPsiERFpxJAhQ1BSUoKjR4/C1dVV6jhkABQKBWbNmoVbt27B2NgYw4cPx6BBg9CxY0eoVCoUFBQgMTERFy5cQF1dHbp06YLw8HBYWFggKCgIX331FURRxN69ezFkyBCp/zhEZEBYlBERkUa4ublBLpcjISFB6ihkQAoKChAYGKhu4NHUheUeHh744IMP1FsVR44ciby8PPj7+yM4OFi7oYnI4LEoIyIijZg4cSIyMjLUHfGItCkqKgqnTp1CYmIi8vLyUFdXB1tbWwwYMABTp07FmDFjGszfsWMHvLy8MHToUIkSE5EhY1FGREQasX37doSFheG9996Dv7+/1HGIiIh0FosyIiLSCIVCgenTp6OoqAibN2/GqFGjpI5ERESkk1iUERGRRoSGhqKwsBAHDx6EKIqwtrZG9+7d0aZNmyY7MAqCgLCwMC0npdZGoVDg0KFDiIyMRHp6OsrKynD9+nUAQHBwMOzt7TFz5kxYWVlJnJSI6AEWZUREpBEuLi4QBAFP8mtGEASkpaVpMBW1dunp6Vi6dCkyMzPVf/ce/ns1ZcoUpKenw8HBAWFhYejZs6eUcYmIAPCeMiIi0hA/Pz/eSUZaVV5ejsWLFyM7Oxt2dnaYNGkSjhw5AoVCoZ7Tv39/3L17F1lZWZg7dy6OHz8OW1tbCVMTEXGljIiIiFqJ0NBQfPDBB+jfvz/27t0LS0tLDB8+HIWFhQ1WYNPS0rBkyRLk5+cjICAAq1atkjA1ERFgJHUAIiIiomfh9OnTEAQBa9euhaWlZZPz+vTpg/Xr10MURZw7d057AYmImsCijIiIiFqFjIwMmJmZwcPD47FzR44cCblcjqysLC0kIyJqHs+UERHR7zZp0iQAQJcuXRAaGtpg7EkIgoBvvvnmmWYjw6FUKmFk1LLnzUZGRpDL5U/UiIaISFNYlBER0e92+/btFo09DhuD0O/h4OCAO3fuIDMzE507d252bkpKChQKBXr16qWldERETWNRRkREv9uKFSsAADY2No3GiLRl5MiRuH37Nvbs2YN33323yXkVFRVYt24dBEHAsGHDtJiQiOjRWJQREdHv9qgCrEePHhgxYgTatm0rQSIyRAsXLsTRo0dx5MgRtG3bFv7+/g22J+bm5iI6OhqhoaG4d+8ezM3NERAQIGFiIqIH2BKfiIg0wsXFBXK5HJ6enhg9ejRGjRqFbt26SR2LWrmYmBgsX74clZWVDcaNjIygUqkAAKIoQi6XY/v27XjhhRekiElE1ACLMiIi0ojx48cjIyMDwK9nxbp27YrRo0dj9OjR8PLyanFTBqIncffuXWzbtg1nz55FXV1dg9cEQYCPjw8CAwPRt29fiRISETXEooyIiDQmMzMT58+fR1RUFOLi4tSrF4IgwMrKCsOHD8fo0aMxcuRIWFlZSZyW9N2qVavQvn17BAQEwM7ODgqFAtevX0dBQQFUKhVsbGzQr18/tGvXTuqoREQNsCgjIiKtqKmpweXLl3Hu3DlcuHChwSqaTCaDh4cHRo8ejQULFkiclPTV0KFDUVxcjMjISDg4OEgdh4ioxViUERGRJDIzM3HhwgV8/vnnuHXrFoAH535SU1MlTkb6ys3NDXK5HAkJCVJHISJ6Iuy+SEREWnX//n3ExcUhPj4e8fHxyM3NVb/G54T0ewwYMAAJCQlITk6Gm5ub1HGIiFqMK2VERKRRGRkZ6gLs8uXL6iKs/tePpaUlvLy8MGTIEHh7e6NPnz5SxiU9du/ePcyfPx8KhQKvv/46fHx80LVrV5iYmEgdjYioWSzKiIhIIwIDA3H58mXk5+cD+LUIMzc3h6enp7oIc3V1ZRdGeiYWLFiA4uJipKamqjt+AoCxsXGTf8cEQUBSUpK2IhIRPRKLMiIi0ggXFxcIggBRFNG1a1fMmjULnp6ecHV1hbExd8/Ts+fi4vLE7xEEAWlpaRpIQ0TUcizKiIhII7y9vVFSUgLgwQdfCwsLblMkjQoPD3+q902bNu0ZJyEiejIsyoiISGNu3LiBmJgYxMTEICEhAQqFQr2trG3btvDy8oK3tze8vb2fapWDiIioNWBRRkREWlFXV4fk5GTExsYiJiYGycnJqK2tVRdpVlZWGDx4MHbs2CFxUiIiIu1iUUZERJKorq7GDz/8gH379uHs2bMAeL6HiIgME09aExGRVt27dw8xMTG4dOkS4uLi1OfOgAdbGomIiAwNizIiItKowsJC9bmymJgY5OTkAPi1RX6PHj3g6+uLUaNGYeDAgVJGJSIikgSLMiIi0oiNGzciJiYGP/30E4BfizATExMMGjQIo0ePhq+vL5ycnKSMSUREJDmeKSMiIo14uJuinZ0dfH194evrCx8fH5ibm0uYjIiISLdwpYyIiDTC3d0do0aNwqhRo9junoiIqBlcKSMiIiIiIpKQkdQBiIiIiIiIDBmLMiIiIiIiIgmxKCMiIiIiIpIQizIiIiIiIiIJsSgjIiIiIiKS0P8DI4ilx1+maUAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 数值型特征和汽车数目的关系图\n",
    "corrMatt = train[[\"temp\",\"atemp\",\"hum\",\"windspeed\",\"casual\",\"registered\",\"cnt\"]].corr()\n",
    "\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt,mask=mask,vmax=.8,square=True,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
